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	<id>https://wiki.openwfm.org/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=Janicec</id>
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	<updated>2026-04-26T20:03:16Z</updated>
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		<id>https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=1606</id>
		<title>WRF-Fire</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=1606"/>
		<updated>2010-10-05T22:07:39Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Contributors */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{software}}&lt;br /&gt;
&#039;&#039;&#039;WRF-Fire&#039;&#039;&#039; combines the Weather Research and Forecasting model ([[WRF]]) with a surface fire behavior model.  Semi-empirical formulas calculate the rate of spread of the fire line, the interface between burning and unignited fuel, based on fuel properties, wind velocities from WRF, and terrain slope.  This interface is implemented by the [[wikipedia:Level set method|level set method]]. The heat release from the fire line as well as post-frontal heat release feeds back into WRF dynamics, affecting the simulated weather in the vicinity of the fire.   WRF-Fire is written in [[wikipedia:Fortran|Fortran 90]] following [http://www.mmm.ucar.edu/wrf/WG2/WRF_conventions.html WRF coding conventions]. It is integrated as a physics option, called from WRF as a subroutine. It calls WRF libraries for utilities such as I/O and communication between [[MPI]] processes. WRF-Fire executes on a part of the domain, called a tile (in WRF nomenclature). All communication between the tiles is in the caller; thus, one time step requires multiple calls to WRF-Fire. WRF-Fire can also be run independently without an atmosphere model by substituting its own main program and linking with stubs that replace the WRF subroutines called, although this capability has fallen behind at the moment and is not physically meaningful.&lt;br /&gt;
&lt;br /&gt;
==Distribution==&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is public domain software, [http://github.com/jbeezley/wrf-fire/blob/master/license.txt released] under the [http://www.mmm.ucar.edu/wrf/users/public.html WRF public domain notice and disclaimer].&lt;br /&gt;
&lt;br /&gt;
===Current development version===&lt;br /&gt;
&lt;br /&gt;
This version also contains a number of additional tools such as [[Matlab]] scripts for visualization. See [[How to get WRF-Fire]] and [[How to run WRF-Fire]] for installation instructions.&lt;br /&gt;
 &lt;br /&gt;
* [http://github.com/jbeezley/wrf-fire/tree/master Source code repository]&lt;br /&gt;
&lt;br /&gt;
===From WRF release===&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is included in WRF 3.2, released on April 2, 2010.&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/download/get_source.html WRF download]&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
* [mailto:wrffirehelp@openwfm.org wrffirehelp@openwfm.org]&lt;br /&gt;
&lt;br /&gt;
==File format==&lt;br /&gt;
&lt;br /&gt;
All input, output, and restart files (with the complete model state) are in [[NetCDF]] format.&lt;br /&gt;
&lt;br /&gt;
==Programming language and environments==&lt;br /&gt;
&lt;br /&gt;
Fortran 90 with CPP preprocessor. Part of the WRF code is generated by C programs from a description in the registry.&lt;br /&gt;
&lt;br /&gt;
==Documentation==&lt;br /&gt;
&lt;br /&gt;
===Technical description===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Wrf-fire-doc.pdf|Description of the fire scheme in WRF]] describes the algorithms and software structure of WRF-Fire. It is intended to become a chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf WRF Technical Note] in the future. The description is based on sections &#039;&#039;Fireline propagation model&#039;&#039; and &#039;&#039;Level set-based wildland file model&#039;&#039; in Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at [http://arxiv.org/abs/0712.3965 arXiv:0712.3965], December 2007.&lt;br /&gt;
&lt;br /&gt;
===User&#039;s guides===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Users guide chap-wrf-fire.pdf|WRF-Fire user&#039;s guide]], updated continuously with the software as [[How to get WRF-Fire|distributed by the developers]].&lt;br /&gt;
* The [[List of WRF-Fire pages|WRF-Fire pages]] on this wiki, updated continuously.&lt;br /&gt;
* The WRF-Fire chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF 3.2 User&#039;s guide] for the version frozen in the [http://www.mmm.ucar.edu/wrf/users/downloads.html WRF release].&lt;br /&gt;
&lt;br /&gt;
==Support==&lt;br /&gt;
&lt;br /&gt;
===Email support===&lt;br /&gt;
&lt;br /&gt;
Questions regarding WRF-Fire can be sent to [mailto:wrffirehelp@openwfm.org wrffirehelp@openwfm.org].  This email address is forwarded to the developers. When you write us, please:&lt;br /&gt;
&lt;br /&gt;
* Identify the version (WRF version if from the WRF release, the first line of the output of &amp;lt;code&amp;gt;git log&amp;lt;/code&amp;gt; if your code is from the git repository)&lt;br /&gt;
* Make sure you test the issue first on the code exactly as you have received it and the code version is up to date. If you obtained the code by [[git]] &#039;&#039;(highly recommended)&#039;&#039; as described in [[How to get WRF-Fire]],&lt;br /&gt;
** &amp;lt;code&amp;gt;git diff&amp;lt;/code&amp;gt; should return no output&lt;br /&gt;
** please verify that you are on the latest commit on the master branch from the repository.&lt;br /&gt;
* Recompile the code from scratch after typing &amp;lt;code&amp;gt;clean -a&amp;lt;/code&amp;gt; first&lt;br /&gt;
* Send us sufficient information to identify and reproduce the problem if needed (output of wrf compilation, namelist.input, output from the run)&lt;br /&gt;
&lt;br /&gt;
===Mailing list===&lt;br /&gt;
&lt;br /&gt;
For further support, WRF-Fire announcements, questions, and discussions, please subscribe to the WRF-Fire mailing list at [http://mailman.ucar.edu/mailman/listinfo/wrf-fire http://mailman.ucar.edu/mailman/listinfo/wrf-fire].&lt;br /&gt;
&lt;br /&gt;
===Wiki===&lt;br /&gt;
&lt;br /&gt;
We welcome contributions and discussion on the pages of this wiki. Please see the [[Main Page]] for [[Main Page#How to get an account|How to get an account]]. The [[WRF-Fire wish list]] is recommended for requests and [[Talk:WRF-Fire wish list]] for further discussions regarding future developments of WRF-Fire.&lt;br /&gt;
&lt;br /&gt;
==Publications==&lt;br /&gt;
&lt;br /&gt;
=== Description of WRF-Fire===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;[http://dx.doi.org/10.1109/MCS.2009.932224 Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models]&#039;&#039;, IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65. Also available as {{arXiv|0712.3965}}, December 2007.&lt;br /&gt;
&lt;br /&gt;
* Jonathan Beezley, Janice Coen, Jan Mandel, John Michalakes, and Ned Patton, &#039;&#039;[[media:NCAR-MPG-Nov24-08.pdf‎|WRF-Fire: A Wildland Fire Behavior module for WRF]]&#039;&#039;, presentation at the [http://www.mmm.ucar.edu/mp/mp.html NCAR Mesoscale Prediction Group] meeting, November 24, 2008&lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, J. L. Coen, and B. Lamb, &#039;&#039;WRF-Fire: A fire-atmosphere dynamics module for air quality modeling&#039;&#039;, [http://ams.confex.com/ams/89annual/techprogram/MEETING.HTM The 89th American Meteorological Society Annual Meeting (Phoenix, AZ)], [http://ams.confex.com/ams/89annual/techprogram/program_532.htm 11th Conference on Atmospheric Chemistry], [http://ams.confex.com/ams/89annual/techprogram/paper_150173.htm Poster JP 1.10], January 2009.&lt;br /&gt;
&lt;br /&gt;
===Other related papers and presentations===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, and Volodymyr Y. Kondratenko, &#039;&#039;Fast Fourier Transform Ensemble Kalman Filter with Application to a Coupled Atmosphere-Wildland Fire Model&#039;&#039;, [http://www.amse-modeling.com/ms10/ MS2010], in print. Preprint  {{arXiv|1001.1588}}&lt;br /&gt;
&lt;br /&gt;
* K M Yedinak, B K Lamb, J L Coen, &#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;, poster at the session [http://www.agu.org/meetings/fm09/program/scientific_session_search.php?show=detail&amp;amp;sessid=578 A35: Wildfire Dynamics: Observations and Modeling of Fire-Atmosphere Interactions], [http://www.agu.org/meetings/fm09/ American Geophysical Union Fall 2009 Meeting]. Listed in the [http://www.agu.org/meetings/fm09/pdf/AGU_FM09_Scientific_Program.pdf Scientific program] at p. 344.&lt;br /&gt;
&lt;br /&gt;
==Contributors==&lt;br /&gt;
&lt;br /&gt;
* Janice Coen (NCAR) developed the physics components of the fire model in [[CAWFE]] (Coen (2005) and Clark et al. (2004)), in particular the fire spread rate and the heat flux insertion modules, which were adopted into WRF-Fire with no substantial changes.&lt;br /&gt;
* Ned Patton (NCAR) ported the fire code from (Clark et al., 2004) and interfaced it with WRF (Patton and Coen, 2004).&lt;br /&gt;
* Minjeong Kim and Jan Mandel (University of Colorado Denver) have identified a version of the level set metod suitable for fire spread, and developed a prototype Matlab code.&lt;br /&gt;
* Jan Mandel (University of Colorado Denver)has implemented the fire spread by the level set method as a parallel WRF-compliant code with assistance from Jonathan Beezley and Minjeong Kim, starting from Ned Patton&#039;s WRF interface and using the subroutines for the spread rate computation and the insertion of heat fluxes into the atmosphere from CAWFE.&lt;br /&gt;
* John Michalakes (formerly NCAR, now NREL) modified WRF to support refined grids (submesh) for the fire code.&lt;br /&gt;
* Jonathan Beezley (University of Colorado Denver) has further modified WRF to support the fire software, provided the software engineering infrastructure, has set up and maintains the git repository, maintains synchronization with WRF changes, and developed the modified version of WPS for WRF with the fire model to enable the use of real data.&lt;br /&gt;
* Volodymyr Kondratenko (University of Colorado Denver) has improved memory handing in the computation of remaining fuel.&lt;br /&gt;
* Adam Kochanski (University of Utah) has contributed variable atmospheric bubble initialization and suggested the walking line ignition. He is currently leading the validation effort.&lt;br /&gt;
* Kara Yedinak (Washington State University) has improved in fire initialization. See [[Talk:WRF-Fire development notes#Gradual ignition|discussion]]&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[List of WRF-Fire pages]]&lt;br /&gt;
* [[WRF-Fire development notes]]&lt;br /&gt;
* [[wikipedia:Wildfire modeling|Wildfire modeling]]&lt;br /&gt;
* [http://www.servinghistory.com/topics/WRF-Fire WRF-Fire at servinghistory.com]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/ WRF users page] with links to download and documentation&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF-ARW Users Guide v. 3.2] (direct link)&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf Technical description of WRF-ARW v. 3] (direct link)&lt;br /&gt;
* [http://repo.or.cz/git-browser/by-commit.html?r=wrffire.git Graph of the commits in the repository]&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
[[Category:WRF-Fire]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1149</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1149"/>
		<updated>2010-07-09T23:37:28Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather, terrain, and fuel data for initialization, assimilation, and verification are freely available through public sites.  Fire igntion tim/location data and imagery of fire extent at later times for specific incidents is still generally in the form of custom datasets where research or suppression teams were available to collect it.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
Atmospheric profiler data  http://weather.uwyo.edu/upperair/profiler/  (not working currently)&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Three-dimensional Weather Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The NOAA National Operational Model Archive and Distribution System (NOMADS) http://nomads.ncdc.noaa.gov/&lt;br /&gt;
&lt;br /&gt;
NOAA National Center for Environmental Prediction model products   ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;10-hr Dead Fuel Moisture&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Live Fuel Moisture&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Custom&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Fire Ignition Time and Location Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Custom&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Fire Location and Intensity Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Custom&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Publications&amp;diff=1148</id>
		<title>Publications</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Publications&amp;diff=1148"/>
		<updated>2010-07-09T23:32:01Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Journal articles */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== Journal articles ==&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Some new basics of fire behavior&#039;&#039;&#039;, Fire Management Today, In Press. [http://www.mmm.ucar.edu/people/coen/files/Coen_FMT_complete.pdf&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, 2010: &#039;&#039;&#039;Dry lightning&#039;&#039;&#039;. Southern California Fire Journal, Spring 2010, 18-23. &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, and Minjeong Kim, &#039;&#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65] [http://arxiv.org/abs/0712.3965 arXiv:0712.3965]&lt;br /&gt;
&lt;br /&gt;
* Zhen Wang, Janice Coen, Anthony Vodacek, 2009: Generation of synthetic infrared remote sensing scenes of wildland fire.  Intl. J. Wildland Fire, 18, 302-319. [http://www.mmm.ucar.edu/people/coen/files/Wang_18_302-309.pdf]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Craig W. Johns, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/cjjm-fires-revised.pdf &#039;&#039;&#039;A two-stage Ensemble Kalman Filter for Smooth Data Assimilation&#039;&#039;&#039;], Environmental and Ecological Statistics 15, 101-110, 2008&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, 2008: Deadly fingers of flame. Southern California Fire Journal. 1(1):5-6.&lt;br /&gt;
&lt;br /&gt;
* Jonathan D. Beezley and Jan Mandel, &#039;&#039;&#039;Morphing Ensemble Kalman Filters&#039;&#039;&#039;, Tellus 60A, 131-140, 2008 [http://arxiv.org/abs/0705.3693 arXiv:0705.3693]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Jonathan D. Beezley, Janice L. Coen, Craig C. Douglas, Minjeong Kim, and Anthony Vodacek, [http://www-math.cudenver.edu/ccm/reports/rep233.pdf &#039;&#039;&#039;A wildland fire model with data assimilation&#039;&#039;&#039;], Mathematics and Computers in Simulation 79, 584-606, 2008, [http://dx.doi.org/10.1016/j.matcom.2008.03.015 article], [http://math.ucdenver.edu/%7Ejmandel/papers/rep233.pdf CCM Report 233 June 2006 revised January 2008]&lt;br /&gt;
&lt;br /&gt;
== Conference proceedings ==&lt;br /&gt;
&lt;br /&gt;
* Janice L. Coen and Craig C. Douglas, &#039;&#039;&#039;Computational Modeling of Large Wildfires: A Roadmap.&#039;&#039;&#039;, 9th International Symposium on Distributed Computing and Applications To Business, Engineering &amp;amp; Science. Accepted.  [http://www.mmm.ucar.edu/people/coen/files/Coen_Douglas_final.pdf] &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, &#039;&#039;&#039;An Ensemble Kalman-Particle Predictor-Corrector Filter for Non-Gaussian Data Assimilation&#039;&#039;&#039;, Proceedings ICCS 2009, Lecture Notes in Computer Science, Springer, 2009, to appear. [http://arxiv.org/abs/0812.2290 December 2008, revised February 2009. arXiv:0812.2290]&lt;br /&gt;
&lt;br /&gt;
*Jan Mandel, Jonathan D. Beezley, and Volodymyr Y. Kondratenko, &#039;&#039;Fast Fourier Transform Ensemble Kalman Filter with Application to a Coupled Atmosphere-Wildland Fire Model&#039;&#039;, [http://www.amse-modeling.com/ms10/ MS2010], in print. Preprint  {{arXiv|1001.1588}}&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, [http://math.ucdenver.edu/~jmandel/papers/ametsoc07.pdf &#039;&#039;&#039;Predictor-Corrector and Morphing Ensemble Filters for the Assimilation of Sparse Data into High-Dimensional Nonlinear Systems&#039;&#039;&#039;], 11th Symposium on Integrated Observing and Assimilation Systems for the Atmosphere, Oceans, and Land Surface (IOAS-AOLS), CD-ROM, [http://ams.confex.com/ams/87ANNUAL/techprogram/paper_119633.htm Paper 4.12], 87th American Meterological Society Annual Meeting, San Antonio, TX, January 2007 [http://math.ucdenver.edu/~jmandel/slides/ametsoc07-jm.pdf presentation], [http://www-math.cudenver.edu/ccm/reports/rep239.pdf CCM Report 239, November 2006]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Lynn S. Bennethum, Soham Chakraborty, Janice L. Coen, Craig C. Douglas, Jay Hatcher, Minjeong Kim, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-paper.pdf &#039;&#039;&#039;A Dynamic Data Driven Wildland Fire Model&#039;&#039;&#039;], ICCS 2007, Part I, Yong Shi, G. D. van Albada, P. M. A. Sloot and J. J. Dongarra (Eds), Lecture Notes in Computer Science 4487, 1042--1049, Springer, 2007. [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-slides.pdf Presentation]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Mingshi Chen, Janice L. Coen, Craig C. Douglas, Leopoldo P. Franca, Craig J. Johns, Minjeong Kim, Andrew V. Knyazev, Robert Kremens, Vaibhav Kulkarni, Guan Qin, Anthony Vodacek, Jianjia Wu, Wei Zhao, and Adam Zornes, [http://math.ucdenver.edu/~jmandel/papers/fires-iccs05.pdf &#039;&#039;&#039;Towards a Dynamic Data Driven Application System for Wildfire Simulation&#039;&#039;&#039;] V.S. Sunderam et al. (Eds.): Computational Science - Proceedings ICCS&#039;2005, Lecture Notes in Computer Science 3515, pp. 632-639, 2005.&lt;br /&gt;
&lt;br /&gt;
* Craig C. Douglas, Jonathan D. Beezley, Janice Coen, Deng Li, Wei Li, Alan K. Mandel, Jan Mandel, Guan Qin, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/wf-demo.pdf &#039;&#039;&#039;Demonstrating the Validity of Wildfire DDDAS&#039;&#039;&#039;], Computational Science - ICCS 2006: 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, Vassil N. Alexandrov, Dick van Albada, Dick Geert and Peter M. A. Sloot and Jack Dongarra (Eds.), Lecture Notes in Computer Science 3993, Springer 2006, pp. 522-529.&lt;br /&gt;
&lt;br /&gt;
* J. Mandel, M. Chen, L.P. Franca, C. Johns, A. Puhalskii, J.L. Coen, C.C. Douglas, R. Kremens, A. Vodacek, W. Zhao, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/fires_krakow.pdf &#039;&#039;&#039;A Note on Dynamic Data Driven Wildfire Modeling&#039;&#039;&#039;], Computational Science - Proceedings ICCS&#039;2004, vol. III, edited by Marian Bubak, G.Dick van Albada, Peter M.A. Sloot, Jack J. Dongarra, Lecture Notes in Computer Science 3038, Springer, pp. 725-731. Copyright Springer 2004. [http://dx.doi.org/10.1007/b97989 book], [http://math.ucdenver.edu/%7Ejmandel/papers/fires_krakow.pdf PDF 150K]&lt;br /&gt;
&lt;br /&gt;
==Posters==&lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, Brian Lamb, Janice Coen, &#039;&#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;&#039;, AGU Fall Meeting, 2009. &lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, Brian Lamb, Janice Coen, &#039;&#039;&#039;Sensitivity Analyses of Ignition Area and Fire-Atmosphere Dynamics using WRF-FIRE&#039;&#039;&#039;, 8th Symposium on Fire &amp;amp; Forest Meteorology, American Meteorological Society, Kalispell. Oct 13-15, 2009. &lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, J. L. Coen, and B. Lamb, &#039;&#039;WRF-Fire: A fire-atmosphere dynamics module for air quality modeling&#039;&#039;, [http://ams.confex.com/ams/89annual/techprogram/MEETING.HTM The 89th American Meteorological Society Annual Meeting (Phoenix, AZ)], [http://ams.confex.com/ams/89annual/techprogram/program_532.htm 11th Conference on Atmospheric Chemistry], [http://ams.confex.com/ams/89annual/techprogram/paper_150173.htm Poster JP 1.10], January 2009.&lt;br /&gt;
&lt;br /&gt;
== Other ==&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Computational Modeling of Wildland Fire Behavior and Weather for Research and Forecasting&#039;&#039;&#039;, keynote lecture at ICCS 2009 [http://www.science.uva.nl/sites/iccs-meeting/iccs2009/abs-Coen.html abstract]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel [http://math.ucdenver.edu/%7Ejmandel/papers/rep231.pdf &#039;&#039;&#039;Efficient Implementation of the Ensemble Kalman Filter&#039;&#039;&#039;], CCM Report 231, May 2006.&lt;br /&gt;
&lt;br /&gt;
* [http://www.cise.nsf.gov/cns/darema/dd_das/coen/ &#039;&#039;&#039;Coupled Atmosphere-Wildfire Modeling&#039;&#039;&#039;], Janice Coen, NSF Workshop, April 25, 2000&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Contents]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1147</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1147"/>
		<updated>2010-07-09T23:30:31Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
Atmospheric profiler data  http://weather.uwyo.edu/upperair/profiler/  (not working currently)&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Three-dimensional Weather Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The NOAA National Operational Model Archive and Distribution System (NOMADS) http://nomads.ncdc.noaa.gov/&lt;br /&gt;
&lt;br /&gt;
NOAA National Center for Environmental Prediction model products   ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;10-hr Dead Fuel Moisture&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Live Fuel Moisture&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Custom&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Fire Ignition Time and Location Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Custom&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Fire Location and Intensity Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Custom&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1146</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1146"/>
		<updated>2010-07-09T23:23:38Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
Atmospheric profiler data  http://weather.uwyo.edu/upperair/profiler/  (not working currently)&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Three-dimensional Weather Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The NOAA National Operational Model Archive and Distribution System (NOMADS) http://nomads.ncdc.noaa.gov/&lt;br /&gt;
&lt;br /&gt;
NOAA National Center for Environmental Prediction model products   ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1145</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1145"/>
		<updated>2010-07-09T23:19:02Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
NOAA Radiosonde Network  &lt;br /&gt;
&lt;br /&gt;
NOAA National Climate Data Center Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Three-dimensional Weather Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The NOAA National Operational Model Archive and Distribution System (NOMADS) http://nomads.ncdc.noaa.gov/&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1144</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1144"/>
		<updated>2010-07-09T23:17:39Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA NCDC land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
NOAA Radiosonde Network  &lt;br /&gt;
&lt;br /&gt;
NOAA NCDC Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Three-dimensional Weather Data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The NOAA National Operational Model Archive and Distribution System (NOMADS) http://nomads.ncdc.noaa.gov/&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1143</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1143"/>
		<updated>2010-07-09T23:16:57Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA NCDC land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
NOAA Radiosonde Network  &lt;br /&gt;
&lt;br /&gt;
NOAA NCDC Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Three-dimensional Weather Data&lt;br /&gt;
&lt;br /&gt;
The NOAA National Operational Model Archive and Distribution System (NOMADS) http://nomads.ncdc.noaa.gov/&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1142</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1142"/>
		<updated>2010-07-09T23:14:27Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
NOAA NCDC land based data http://www.ncdc.noaa.gov/oa/land.html&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;br /&gt;
&lt;br /&gt;
NOAA Radiosonde Network  &lt;br /&gt;
&lt;br /&gt;
NOAA NCDC Integrated Global Radiosonde Archive  http://www.ncdc.noaa.gov/oa/climate/igra/index.php&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1141</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1141"/>
		<updated>2010-07-09T23:06:17Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Surface weather data&#039;&#039;&#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1140</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1140"/>
		<updated>2010-07-09T23:05:15Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Surface weather data&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1139</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1139"/>
		<updated>2010-07-09T23:04:40Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;Data Sources&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Surface weather data&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
METAR, the international standard code format for hourly surface weather observations, data are available at  http://weather.noaa.gov/weather/metar.shtml&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Vertical profiles of atmospheric properties&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1138</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1138"/>
		<updated>2010-07-09T22:46:12Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Data Sources&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
Surface weather data &lt;br /&gt;
&lt;br /&gt;
The Meteorological Assimilation Data Ingest System (MADIS) http://madis.noaa.gov/   compiles surface weather data from many networks (http://madis.noaa.gov/network_info.html). &lt;br /&gt;
&lt;br /&gt;
Mesowest  http://mesowest.utah.edu/index.html&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;br /&gt;
&lt;br /&gt;
Vertical profiles of atmospheric properties&lt;br /&gt;
&lt;br /&gt;
Atmospheric soundings  http://weather.uwyo.edu/upperair/sounding.html&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1137</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1137"/>
		<updated>2010-07-09T22:32:34Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Data Sources&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;br /&gt;
&lt;br /&gt;
Surface weather data&lt;br /&gt;
&lt;br /&gt;
MADIS&lt;br /&gt;
&lt;br /&gt;
Mesowest&lt;br /&gt;
&lt;br /&gt;
Remote Automated Weather Station (RAWS) data    http://raws.wrh.noaa.gov/roman/&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1136</id>
		<title>Fire Data Sources</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Fire_Data_Sources&amp;diff=1136"/>
		<updated>2010-07-09T22:28:16Z</updated>

		<summary type="html">&lt;p&gt;Janicec: Created page with &amp;#039;Data Sources  Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&amp;#039;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Data Sources&lt;br /&gt;
&lt;br /&gt;
Many sources of weather data for initialization, assimilation, and verification are freely available through public sites.&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Software_%26_Data&amp;diff=1135</id>
		<title>Software &amp; Data</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Software_%26_Data&amp;diff=1135"/>
		<updated>2010-07-09T22:27:15Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;* [[Data types]]&lt;br /&gt;
* [[Data sources]]&lt;br /&gt;
* [[List of software]]&lt;br /&gt;
* [[List of data]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Data_types&amp;diff=1134</id>
		<title>Data types</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Data_types&amp;diff=1134"/>
		<updated>2010-07-09T22:26:23Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&#039;&#039;&#039;&#039;&#039;•	Environmental factors&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Weather &#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
•	Surface data&lt;br /&gt;
&lt;br /&gt;
•	Wind  All physically-based, empirical, or semi-empirical models of fire behavior will require an input of wind speed and direction for estimating fire rate of spread.  The location of the wind measurement or model-derived quantity with respect to the fire line may vary.   &lt;br /&gt;
&lt;br /&gt;
•	Vertical profiles&lt;br /&gt;
&lt;br /&gt;
•	Because so much of atmospheric dynamics depends on the vertical structure of fields such as temperature, pressure, wind, and humidity, vertical profiles may be used to initialize the state of atmospheric models, assuming that this profile is representative of the fire environment.  These may be obtained from atmospheric soundings (through the depth of the tropopause) or atmospheric profilers which emphasize the lowest levels of the atmosphere.&lt;br /&gt;
&lt;br /&gt;
•	3-dimensional atmospheric state&lt;br /&gt;
&lt;br /&gt;
•	Air temperature, water vapor mixing ratio, air pressure, wind speed and direction – some of many variables used for initializing the three-dimensional state of a computational fluid dynamics model such as a weather model. Such physically consistent states may come from another computational fluid dynamics model or integrated analyses of many sources of data.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Terrain  &#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
•	A two-dimensional database of terrain elevation at a spatial resolution appropriate for the model.  Users should take care that anomalies and errors have been removed.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Fuel&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
•	Steady, extrinsic properties -  This is complex because it is not simply the vegetation present but the  part available for burning.   In general, particularly kinematic model where relationships have been developed relating fire front rate of spread to fuel loads, it is meant to be the (fast burning) small-dimensioned components of a fuel complex that participate in the reactions in the fire front that carry the flaming front. More generally and particularly in dynamic models (i.e. ones where the forces of momentum created by heat release and air acceleration), it may include the larger fuel components.   Reliable measurements of fuel are hard to come by, and may be based on hand measurements (which are limited by their representativeness), assignment of categorical fuel model classification (Anderson (1982), Scott and Burgan (2005),  McKenzie et al. ) based on anticipated fire behavior, remotely sensed land surface data cross walked to a categorical fuel model classification system.&lt;br /&gt;
&lt;br /&gt;
•	Fuel data is separated by vertical arrangement - ground fuel, surface fuel, and aerial (crown) fuel.  &lt;br /&gt;
&lt;br /&gt;
•	Transient properties.   The fuel state (fuel moisture) of surface and aerial fuel may be diagnosed or predicted using information about the physical properties of the fuel and a trace of recent weather data including temperature, humidity, pressure, wind speed, precipitation, cloud cover, and solar radiation.  While the smaller dead surface fuels respond over short term time scales to weather conditions, the live fuel moisture depends more on the health of the plant and therefore longer term conditions and stresses.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;•	Fire data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Time &amp;amp; location of ignition&#039;&#039;&#039;.  These are not routinely distributed in a digital form but may later be found in incident reports.&lt;br /&gt;
&lt;br /&gt;
•	Currently, models begin at the time of ignition, which may be a point ignition, sequence of point ignitions, line ignition, or a line ignited over a period of time (as a person walking with a drip torch).  It is recognized that differing ignition patterns may influence later fire behavior, thus models may include a wide variety of options here.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Spatial data&#039;&#039;&#039; may include a two-dimensional map of the fire extent obtained by incident teams circling the fire with a GPS, aircraft-based imagery, unmanned aerospace vehicle, and (depending on the size and intensity of the fire and the satellite characteristics) satellite-based instruments, either polar-orbiting or geostationary.  Fire remote sensing data often comes from instruments within the infrared range of the spectrum, since smoke frequently obscures the visible band.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Times series&#039;&#039;&#039; of temperature produced by thermal sensors crossed by the fire.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;References&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Anderson, H. E. 1982. Aids to determining fuel models for estimating fire behavior. USDA For. Serv. Gen. Tech. Rep. INT-122, 22p. lntermt. For. and Range Exp. Stn., Ogden, Utah 84401.&lt;br /&gt;
&lt;br /&gt;
Scott, J. H. and R. E. Burgan. 2005. Standard fire behavior fuel models: a comprehensive set for use with Rothermel’s surface fire spread model. Gen. Tech. Rep. RMRS-GTR-153.Fort Collins, CO: U.S. Department of Agriculture, Forest Service, Rocky Mountain Research Station. 72 p.&lt;br /&gt;
&lt;br /&gt;
McKenzie, D., C.L. Raymond, L.-K.B. Kellogg, R.A. Norheim, A.G. Andreu, A.C. Bayard, K. E. Kopper, E. Elman, 2007.  Canadian Journal of Forest Research. 37: 2421-2437.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Data]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=How_to_run_WRF-SFIRE_with_real_data&amp;diff=1131</id>
		<title>How to run WRF-SFIRE with real data</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=How_to_run_WRF-SFIRE_with_real_data&amp;diff=1131"/>
		<updated>2010-07-09T22:12:02Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Converting fire data */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Running WRF-Fire with real data is a process very similar to running WRF with real data for weather simulations.&lt;br /&gt;
The [http://www.mmm.ucar.edu/wrf/users WRF users page] has many &lt;br /&gt;
[http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3.1/contents.html documents] and &lt;br /&gt;
[http://www.mmm.ucar.edu/wrf/OnLineTutorial/CASES/JAN00/index.html tutorials] outlining this process.  The purpose&lt;br /&gt;
of this page is to provide a tutorial for using real data with WRF-Fire starting from scratch.  We begin with a quick outline of the&lt;br /&gt;
steps involved including links to the output of each step.  The user can use these linked files to start from any step or to verify &lt;br /&gt;
their own results.  Due to platform and compiler differences your output might differ slightly from those provided.&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;This page refers to data sources for the USA only. For other countries, you will need to make appropriate modifications yourself.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
&lt;br /&gt;
# [[How_to_get_WRF-Fire|Obtain WRF-Fire source code]].&lt;br /&gt;
# [[How_to_compile_WRF-Fire|Compile target em_real]].&lt;br /&gt;
# [[How_to_compile_WPS|Compile WPS]].&lt;br /&gt;
# [[#Configuring_the_domain|Configure your domain]].&lt;br /&gt;
# [[#Obtaining data for geogrid|Download geogrid datasets]].&lt;br /&gt;
# [[#Converting fire data|Convert fire data to geogrid format]].&lt;br /&gt;
# [[#Running geogrid|Run the geogrid executable]].&lt;br /&gt;
# [[#Obtaining atmospheric data|Download atmospheric data]].&lt;br /&gt;
# [[#Running ungrib|Run the ungrib executable]].&lt;br /&gt;
# [[#Running metgrid|Run the metrid executable]].&lt;br /&gt;
# [[#Running wrf|Run real.exe and wrf.exe]].&lt;br /&gt;
&lt;br /&gt;
=Configuring the domain=&lt;br /&gt;
&lt;br /&gt;
The physical domain is configured in the geogrid section of namelist.wps in the WPS directory.  In this section, you should define&lt;br /&gt;
the geographic projection with &amp;lt;tt&amp;gt;map_proj&amp;lt;/tt&amp;gt;, &amp;lt;tt&amp;gt;truelat1&amp;lt;/tt&amp;gt;, &amp;lt;tt&amp;gt;truelat2&amp;lt;/tt&amp;gt;, and &amp;lt;tt&amp;gt;stand_lon&amp;lt;/tt&amp;gt;.  Available projections&lt;br /&gt;
include &amp;lt;tt&amp;gt;&#039;lambert&#039;&amp;lt;/tt&amp;gt;, &amp;lt;tt&amp;gt;&#039;polar&#039;&amp;lt;/tt&amp;gt;, &amp;lt;tt&amp;gt;&#039;mercator&#039;&amp;lt;/tt&amp;gt;, and &amp;lt;tt&amp;gt;&#039;lat-lon&#039;&amp;lt;/tt&amp;gt;.  The lower left corner of the domain is located at&lt;br /&gt;
&amp;lt;tt&amp;gt;ref_lon&amp;lt;/tt&amp;gt; longitude and &amp;lt;tt&amp;gt;ref_lat&amp;lt;/tt&amp;gt; latitude.  The computational grid is defined by &amp;lt;tt&amp;gt;e_we/e_sn&amp;lt;/tt&amp;gt;, the number of (staggered) grid&lt;br /&gt;
points in the west-east/south-north direction, and the grid resolution is defined by &amp;lt;tt&amp;gt;dx&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;dy&amp;lt;/tt&amp;gt; in meters. &lt;br /&gt;
We also specify a path to where we will put the static dataset that geogrid will read from, and we specify the highest resolution (30 arc minutes) that this &lt;br /&gt;
data is released in.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;&amp;amp;geogrid&lt;br /&gt;
 e_we              =  43,&lt;br /&gt;
 e_sn              =  43,&lt;br /&gt;
 geog_data_res     = &#039;30s&#039;,&lt;br /&gt;
 dx = 60,&lt;br /&gt;
 dy = 60,&lt;br /&gt;
 map_proj  = &#039;lambert&#039;,&lt;br /&gt;
 ref_lat   =  39.70537,&lt;br /&gt;
 ref_lon   = -107.2907,&lt;br /&gt;
 truelat1  =  39.338,&lt;br /&gt;
 truelat2  =  39.338,&lt;br /&gt;
 stand_lon = -106.807,&lt;br /&gt;
 geog_data_path = &#039;../../wrfdata/geog&#039;&lt;br /&gt;
/&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The share section of the WPS namelist defines the fire subgrid refinement in &amp;lt;tt&amp;gt;subgrid_ratio_x&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;subgrid_ratio_y&amp;lt;/tt&amp;gt;.  This means &lt;br /&gt;
that the fire grid will be a 10 time refined grid at a resolution of 6 meters by 6 meters.  The &amp;lt;tt&amp;gt;start_date&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;end_data&amp;lt;/tt&amp;gt; parameters specify&lt;br /&gt;
the time window that the simulation will be run in.  Atmospheric data must be available at both temporal boundaries.  The &amp;lt;tt&amp;gt;interval_seconds&amp;lt;/tt&amp;gt; &lt;br /&gt;
parameter tells WPS the number of seconds between each atmospheric dataset.  For our example, we&lt;br /&gt;
will be using the NARR dataset which is released daily every three hours or 10,800 seconds.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;&amp;amp;share&lt;br /&gt;
 wrf_core = &#039;ARW&#039;,&lt;br /&gt;
 max_dom = 1,&lt;br /&gt;
 start_date = &#039;2005-08-28_12:00:00&#039;,&lt;br /&gt;
 end_date   = &#039;2005-08-28_15:00:00&#039;,&lt;br /&gt;
 interval_seconds = 10800,&lt;br /&gt;
 io_form_geogrid = 2,&lt;br /&gt;
 subgrid_ratio_x = 10,&lt;br /&gt;
 subgrid_ratio_y = 10,&lt;br /&gt;
/&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
The full namelist used can be found [http://pastebin.com/2u3YXkHS here].&lt;br /&gt;
&lt;br /&gt;
=Obtaining data for geogrid=&lt;br /&gt;
&lt;br /&gt;
First you must download and uncompress the standard [http://www.mmm.ucar.edu/wrf/src/wps_files/geog_v3.1.tar.gz geogrid input data].&lt;br /&gt;
This is a 429 MB compressed tarball that uncompresses to around 11 GB.  It contains all of the static data that geogrid needs for a standard&lt;br /&gt;
weather simulation; however, for a WRF-Fire simulation we need to fill in two additional fields that are too big to release in a single download for the&lt;br /&gt;
whole globe.  We first need to determine the approximate latitude and longitude bounds for our domain.&lt;br /&gt;
&lt;br /&gt;
We know the coordinates in the lower left corner from the &amp;lt;tt&amp;gt;ref_lon&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;ref_lat&amp;lt;/tt&amp;gt; parameters of the namelist.  We can estimate the&lt;br /&gt;
coordinates of the upper right corner by the approximate ratio 9e-6 degrees per meter.  So, the upper right corner of our domain is at approximately&lt;br /&gt;
-107.2675 longitude and 39.7286 latitude.  For the purposes of downloading data, we will expand this region to the range&lt;br /&gt;
-107.35 through -107.2 longitude and 39.6 through 39.75 latitude.&lt;br /&gt;
&lt;br /&gt;
==Downloading fuel category data==&lt;br /&gt;
&lt;br /&gt;
For the United States, Anderson 13 fuel category data is available at the [http://landfire.cr.usgs.gov/viewer/ landfire] website.  Upon opening the national map, &lt;br /&gt;
you will see a menu on the right side of the screen.  Select the icon circled in blue.&lt;br /&gt;
[[File:Landfire_menu.png|center|thumb|The landfire menu.]]&lt;br /&gt;
&amp;lt;br style=&amp;quot;clear: both&amp;quot; /&amp;gt;&lt;br /&gt;
This will open a window that lets you key in the the longitude and latitude range of your selection.  In this window, we will input the coordinates computed earlier.&lt;br /&gt;
[[File:landfire_selection.png|center|thumb|Domain selection.]]&lt;br /&gt;
&amp;lt;br style=&amp;quot;clear: both&amp;quot; /&amp;gt;&lt;br /&gt;
In the next window, click on &amp;quot;modify data request&amp;quot;.  This window lists all of the available data products for the selected region.  You want to check the box &lt;br /&gt;
next to &amp;quot;LANDFIRE 13 Anderson Fire Behavior Fuel Models&amp;quot; and change the data format to &amp;quot;GeoTIFF&amp;quot;.  Then go to the bottom of the page and click &amp;quot;Save Changes&amp;quot;.&lt;br /&gt;
[[File:landfire_data_products.png|center|thumb|Data product selection.]]&lt;br /&gt;
&amp;lt;br style=&amp;quot;clear: both&amp;quot; /&amp;gt;&lt;br /&gt;
Finally, click &amp;quot;Download&amp;quot;.  The file will be a compressed archive containing, among others, a GeoTIFF file.  The name of the file will be different for each request, &lt;br /&gt;
but in this example we have &amp;lt;tt&amp;gt;lf02588871.zip&amp;lt;/tt&amp;gt; containing the GeoTIFF file &amp;lt;tt&amp;gt;lf02588871.tif&amp;lt;/tt&amp;gt;, which can be found here, [[File:lf02588871.tif]].&lt;br /&gt;
&lt;br /&gt;
==Downloading high resolution elevation data==&lt;br /&gt;
&lt;br /&gt;
Another USGS website serves topographical data of sufficient resolution for our 6 meter resolution fire grid.  This dataset is called the National Elevation Dataset (NED) and &lt;br /&gt;
can be accessed at [http://seamless.usgs.gov/ http://seamless.usgs.gov/].  The interface is similar to that of the Landfire national map.  Click on the icon circled in blue.&lt;br /&gt;
[[File:Ned_menu.png|center|thumb|The NED menu.]]&lt;br /&gt;
&amp;lt;br style=&amp;quot;clear: both&amp;quot; /&amp;gt;&lt;br /&gt;
Again, we key in the coordinates determined before and click the modify data request button.  In the data product selection page, we select &amp;quot;National Elevation Dataset (NED) 1/3 Arc Second&amp;quot; and change&lt;br /&gt;
to GeoTIFF format.  Then download the data&lt;br /&gt;
set, which can be found here, [[File:09159064.tif]].&lt;br /&gt;
[[File:Ned data product.png|center|thumb|The NED data product selection page]]&lt;br /&gt;
&amp;lt;br style=&amp;quot;clear: both&amp;quot; /&amp;gt;&lt;br /&gt;
&lt;br /&gt;
=Converting fuel data=&lt;br /&gt;
&lt;br /&gt;
In order for geogrid to be able to read this data, we need to convert it into an intermediate format.  We will be using a utility program&lt;br /&gt;
released with autoWPS to accomplish this.  For information on how to obtain and compile this tool, see [[How_to_convert_data_for_Geogrid]].  We will place the &amp;lt;tt&amp;gt;convert_geotiff.x&amp;lt;/tt&amp;gt; binary and the GeoTIFF&lt;br /&gt;
data files in the main WPS directory.&lt;br /&gt;
To convert the fuel category data, we will create new directories inside the WPS directory called &amp;lt;tt&amp;gt;landfire_data&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;ned_data&amp;lt;/tt&amp;gt;.  Inside the &amp;lt;tt&amp;gt;landfire_data&amp;lt;/tt&amp;gt; directory, we&lt;br /&gt;
issue the following command to convert the fuel category data.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;../convert_geotiff.x -c 13 -w 1 -u &amp;quot;fuel category&amp;quot; -d &amp;quot;Anderson 13 fire behavior categories&amp;quot; ../lf02588871.tif&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
The resulting &amp;lt;tt&amp;gt;index&amp;lt;/tt&amp;gt; file created as follows.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;projection = albers_nad83&lt;br /&gt;
truelat1 = 29.500000&lt;br /&gt;
truelat2 = 45.500000&lt;br /&gt;
stdlon = -96.000000&lt;br /&gt;
known_x = 1&lt;br /&gt;
known_y = 606&lt;br /&gt;
known_lat = 39.747818&lt;br /&gt;
known_lon = -107.373398&lt;br /&gt;
dx = 3.000000e+01&lt;br /&gt;
dy = 3.000000e+01&lt;br /&gt;
type = categorical&lt;br /&gt;
signed = yes&lt;br /&gt;
units = &amp;quot;fuel category&amp;quot;&lt;br /&gt;
description = &amp;quot;Anderson 13 fire behavior categories&amp;quot;&lt;br /&gt;
wordsize = 1&lt;br /&gt;
tile_x = 100&lt;br /&gt;
tile_y = 100&lt;br /&gt;
tile_z = 1&lt;br /&gt;
category_min = 1&lt;br /&gt;
category_max = 14&lt;br /&gt;
tile_bdr = 3&lt;br /&gt;
missing_value = 0.000000&lt;br /&gt;
scale_factor = 1.000000&lt;br /&gt;
row_order = bottom_top&lt;br /&gt;
endian = little&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
We have chosen to set the word size to 1 byte because it can represent 256 categories, plenty for&lt;br /&gt;
this purpose.&lt;br /&gt;
Notice that the program has changed the number of categories to 14 and uses the last category&lt;br /&gt;
to indicate that the source data was out of the range 1-13.  For the fuel category data, this represents&lt;br /&gt;
that there is no fuel present, due to a lake, river, road, etc.  &lt;br /&gt;
&lt;br /&gt;
We can check that the projection information entered into the index file is correct, by running the &lt;br /&gt;
&amp;lt;tt&amp;gt;listgeo&amp;lt;/tt&amp;gt; binary that is installed with libGeoTIFF.  In this case, &amp;lt;tt&amp;gt;listgeo&amp;lt;/tt&amp;gt; tells us &lt;br /&gt;
that the source file contains the following projection parameters.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;Projection Method: CT_AlbersEqualArea&lt;br /&gt;
   ProjStdParallel1GeoKey: 29.500000 ( 29d30&#039; 0.00&amp;quot;N)&lt;br /&gt;
   ProjStdParallel2GeoKey: 45.500000 ( 45d30&#039; 0.00&amp;quot;N)&lt;br /&gt;
   ProjNatOriginLatGeoKey: 23.000000 ( 23d 0&#039; 0.00&amp;quot;N)&lt;br /&gt;
   ProjNatOriginLongGeoKey: -96.000000 ( 96d 0&#039; 0.00&amp;quot;W)&lt;br /&gt;
   ProjFalseEastingGeoKey: 0.000000 m&lt;br /&gt;
   ProjFalseNorthingGeoKey: 0.000000 m&lt;br /&gt;
GCS: 4269/NAD83&lt;br /&gt;
Datum: 6269/North American Datum 1983&lt;br /&gt;
Ellipsoid: 7019/GRS 1980 (6378137.00,6356752.31)&lt;br /&gt;
Prime Meridian: 8901/Greenwich (0.000000/  0d 0&#039; 0.00&amp;quot;E)&lt;br /&gt;
Projection Linear Units: 9001/metre (1.000000m)&lt;br /&gt;
&lt;br /&gt;
Corner Coordinates:&lt;br /&gt;
Upper Left    ( -963525.000, 1916445.000)  (-107.3734004,39.7478163)&lt;br /&gt;
Lower Left    ( -963525.000, 1898265.000)  (-107.3478974,39.5867431)&lt;br /&gt;
Upper Right   ( -948885.000, 1916445.000)  (-107.2021990,39.7632976)&lt;br /&gt;
Lower Right   ( -948885.000, 1898265.000)  (-107.1770727,39.6021889)&lt;br /&gt;
Center        ( -956205.000, 1907355.000)  (-107.2751374,39.6750401)&lt;br /&gt;
&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
We can see that the conversion detected the projection correctly.  The small difference in the&lt;br /&gt;
coordinates of the upper left corner reported by &amp;lt;tt&amp;gt;listgeo&amp;lt;/tt&amp;gt; and that in the index file is&lt;br /&gt;
due to floating point error and is much less than the resolution of the data. &lt;br /&gt;
&lt;br /&gt;
Finally, we go to the &amp;lt;tt&amp;gt;ned_data&amp;lt;/tt&amp;gt; directory to convert the &amp;lt;tt&amp;gt;ZSF&amp;lt;/tt&amp;gt; variable.  In this case,&lt;br /&gt;
we issue the following command.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;../convert_geotiff.x -u meters -d &#039;National Elevation Dataset 1/3 arcsecond resolution&#039; ../09159064.tif&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
This produces the following &amp;lt;tt&amp;gt;index&amp;lt;/tt&amp;gt; file.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;projection = regular_ll&lt;br /&gt;
known_x = 1&lt;br /&gt;
known_y = 1621&lt;br /&gt;
known_lat = 39.750092&lt;br /&gt;
known_lon = -107.350090&lt;br /&gt;
dx = 9.259259e-05&lt;br /&gt;
dy = 9.259259e-05&lt;br /&gt;
type = continuous&lt;br /&gt;
signed = yes&lt;br /&gt;
units = &amp;quot;meters&amp;quot;&lt;br /&gt;
description = &amp;quot;National Elevation Dataset 1/3 arcsecond resolution&amp;quot;&lt;br /&gt;
wordsize = 2&lt;br /&gt;
tile_x = 100&lt;br /&gt;
tile_y = 100&lt;br /&gt;
tile_z = 1&lt;br /&gt;
tile_bdr = 3&lt;br /&gt;
missing_value = 0.000000&lt;br /&gt;
scale_factor = 1.000000&lt;br /&gt;
row_order = bottom_top&lt;br /&gt;
endian = little&lt;br /&gt;
&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
Here we have used the default word size of 2 bytes and a scale factor of 1.0, &lt;br /&gt;
which can represent any elevation in the world&lt;br /&gt;
with 1 meter accuracy, which is approximately the accuracy of the source data.&lt;br /&gt;
&lt;br /&gt;
Again, we compare the projection parameters in the index file with that reported by &amp;lt;tt&amp;gt;listgeo&amp;lt;/tt&amp;gt;&lt;br /&gt;
and find that the conversion was correct.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;      Keyed_Information:&lt;br /&gt;
      GTModelTypeGeoKey (Short,1): ModelTypeGeographic&lt;br /&gt;
      GTRasterTypeGeoKey (Short,1): RasterPixelIsArea&lt;br /&gt;
      GeographicTypeGeoKey (Short,1): GCS_NAD83&lt;br /&gt;
      GeogCitationGeoKey (Ascii,6): &amp;quot;NAD83&amp;quot;&lt;br /&gt;
      GeogAngularUnitsGeoKey (Short,1): Angular_Degree&lt;br /&gt;
      End_Of_Keys.&lt;br /&gt;
   End_Of_Geotiff.&lt;br /&gt;
&lt;br /&gt;
GCS: 4269/NAD83&lt;br /&gt;
Datum: 6269/North American Datum 1983&lt;br /&gt;
Ellipsoid: 7019/GRS 1980 (6378137.00,6356752.31)&lt;br /&gt;
Prime Meridian: 8901/Greenwich (0.000000/  0d 0&#039; 0.00&amp;quot;E)&lt;br /&gt;
&lt;br /&gt;
Corner Coordinates:&lt;br /&gt;
Upper Left    (-107.3500926,39.7500926)&lt;br /&gt;
Lower Left    (-107.3500926,39.6000000)&lt;br /&gt;
Upper Right   (-107.2000000,39.7500926)&lt;br /&gt;
Lower Right   (-107.2000000,39.6000000)&lt;br /&gt;
Center        (-107.2750463,39.6750463)&lt;br /&gt;
&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Finally, the converted data can be found here, [[File:Landfire_data.tgz]], and here, [[File:Ned_data.tgz]].&lt;br /&gt;
&lt;br /&gt;
=Running geogrid=&lt;br /&gt;
&lt;br /&gt;
The geogrid binary will create a netcdf file called &amp;lt;tt&amp;gt;geo_em.d01.nc&amp;lt;/tt&amp;gt;.  This file will contain all&lt;br /&gt;
of the static data necessary to run your simulation.  Before we can run the binary, however, we must tell&lt;br /&gt;
geogrid what data needs to be in these files, where it can find them, and what kind of preprocessing we wnat done.  This information is contained in a run-time configuration file called &amp;lt;tt&amp;gt;GEOGRID.TBL&amp;lt;/tt&amp;gt;, which is&lt;br /&gt;
located in the &amp;lt;tt&amp;gt;geogrid&amp;lt;/tt&amp;gt; subdirectory.  The file that is released with WPS contains reasonable defaults&lt;br /&gt;
for the variables defined on the atmospheric grid, but we need to add two additional sections for the two fire&lt;br /&gt;
grid data sets that we have just created.  We will append the following sections to the file &lt;br /&gt;
&amp;lt;tt&amp;gt;geogrid/GEOGRID.TBL&amp;lt;/tt&amp;gt;.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;===============================&lt;br /&gt;
name=NFUEL_CAT&lt;br /&gt;
        priority=1&lt;br /&gt;
	dest_type=categorical&lt;br /&gt;
	dominant_only=NFUEL_CAT&lt;br /&gt;
	z_dim_name=fuel_cat&lt;br /&gt;
	halt_on_missing=yes&lt;br /&gt;
	interp_option=default:nearest_neighbor&lt;br /&gt;
	abs_path=./landfire_data&lt;br /&gt;
	subgrid=yes&lt;br /&gt;
==============================&lt;br /&gt;
name=ZSF&lt;br /&gt;
        priority = 1&lt;br /&gt;
        dest_type = continuous&lt;br /&gt;
        smooth_option = smth-desmth_special; smooth_passes=1&lt;br /&gt;
	halt_on_missing=yes&lt;br /&gt;
        interp_option = default:four_pt&lt;br /&gt;
	abs_path=./ned_data&lt;br /&gt;
        subgrid=yes&lt;br /&gt;
==============================&lt;br /&gt;
&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
For &amp;lt;tt&amp;gt;NFUEL_CAT&amp;lt;/tt&amp;gt;, we will use simple nearest neighbor interpolation, while for &amp;lt;tt&amp;gt;ZSF&amp;lt;/tt&amp;gt;, we will&lt;br /&gt;
use bilinear interpolation with smoothing.  Other configurations are possible.  See the [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3.1/users_guide_chap3.htm#_Description_of_GEOGRID.TBL WPS users guide] for further information.  The full table used can be found [http://pastebin.com/kdymq5ff here].&lt;br /&gt;
&lt;br /&gt;
Once we make these changes to the &amp;lt;tt&amp;gt;GEOGRID.TBL&amp;lt;/tt&amp;gt; file, and ensure that all of the directories are in the correct place (including the default geogrid dataset at &amp;lt;tt&amp;gt;../../wrfdata&amp;lt;/tt&amp;gt;), we can execute the geogrid binary.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;./geogrid.exe&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
This will create a file called &amp;lt;tt&amp;gt;geo_em.d01.nc&amp;lt;/tt&amp;gt; in the current directory, which can be found here,&lt;br /&gt;
[[File:geo_em.d01.nc.gz]].  The contents of this file can be viewed using your favorite NetCDF viewer.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;geo_em.d01.nc&amp;quot; widths=&amp;quot;225px&amp;quot; heights=&amp;quot;225px&amp;quot; perrow=&amp;quot;3&amp;quot;&amp;gt;&lt;br /&gt;
File:nfuel_cat.png|The fuel category data interpolated to the model grid.The&lt;br /&gt;
File:zsf.png|The high resolution elevation (1/3&amp;quot;) data interpolated to the model grid.&lt;br /&gt;
File:hgt_m.png|The low resolution elevation data (30&amp;quot;) data interpolated to the atmospheric grid&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
Here, we have visualized the fire grid variables, &amp;lt;tt&amp;gt;NFUEL_CAT&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;ZSF&amp;lt;/tt&amp;gt;, as well as the &lt;br /&gt;
variable &amp;lt;tt&amp;gt;HGT_M&amp;lt;/tt&amp;gt;, which is the elevation data used by the atmospheric model.  We can compare&lt;br /&gt;
&amp;lt;tt&amp;gt;ZSF&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;HGT_M&amp;lt;/tt&amp;gt; to verify that our data conversion process worked.  The colormaps of these&lt;br /&gt;
two pictures have been aligned, so that we can make a quick visual check.  As we see, the two images do&lt;br /&gt;
have a similar structure and magnitude, but they do seem to suffer some misalignment.  Given that &lt;br /&gt;
the data came from two different sources, in two different projections, the error is relatively minor.  &lt;br /&gt;
Because WPS converts between projections in single precision, by default, there is likely a significant &lt;br /&gt;
issue with floating point error.  We may, in the future, consider making some changes so that this conversion is done in double precision.&lt;br /&gt;
&lt;br /&gt;
=Obtaining atmospheric data=&lt;br /&gt;
&lt;br /&gt;
There are a number of datasets available to initialize a WRF real run.  The &lt;br /&gt;
[http://www.mmm.ucar.edu/wrf/users/download/free_data.html WRF users page] lists&lt;br /&gt;
a few.  One challenge in running a fire simulation is finding a dataset of &lt;br /&gt;
sufficient resolution.  One (relatively) high resolution data source is the&lt;br /&gt;
North American Regional Reanalysis (NARR).  This is still only 32km resolution, so&lt;br /&gt;
no small scale weather patterns will appear in our simulation.  In general, we &lt;br /&gt;
will want to run a series of nested domains in order to catch some small scale weather&lt;br /&gt;
features; however, we will proceed with a single domain example.&lt;br /&gt;
&lt;br /&gt;
The NARR datasets are available after 3 months at the following website, &lt;br /&gt;
[http://nomads.ncdc.noaa.gov/data/narr/ http://nomads.ncdc.noaa.gov/data/narr/].&lt;br /&gt;
We will browse to the [http://nomads.ncdc.noaa.gov/data/narr/200508/20050828/ directory] &lt;br /&gt;
containing the data for August 28, 2005. Our simulation runs from the hours 12-15 on this &lt;br /&gt;
day, so we will download the grib files for hours &lt;br /&gt;
[http://nomads.ncdc.noaa.gov/data/narr/200508/20050828/narr-a_221_20050828_1200_000.grb 12] and &lt;br /&gt;
[http://nomads.ncdc.noaa.gov/data/narr/200508/20050828/narr-a_221_20050828_1500_000.grb 15].&lt;br /&gt;
You can get these files also from here, [[File:narr-a_221_20050828_12-15.tgz]]. &lt;br /&gt;
&lt;br /&gt;
=Running ungrib=&lt;br /&gt;
&lt;br /&gt;
With the grib files downloaded, we need to link them into the WPS directory using the script&lt;br /&gt;
&amp;lt;tt&amp;gt;link_grib.csh&amp;lt;/tt&amp;gt;.  This script takes as arguments all of the grib files that are needed &lt;br /&gt;
for the simulation.  In this case, we can run the following command in the WPS directory.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;./link_grib.csh &amp;lt;path to&amp;gt;/*.grb&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
Substitute &amp;lt;path to&amp;gt; with the directory in which you have saved the grib files.  This command&lt;br /&gt;
creates a series of symbolic links with a predetermined naming sequence to all of the grib files&lt;br /&gt;
you pass as arguments.  You should now have two new soft links named &amp;lt;tt&amp;gt;GRIBFILE.AAA&amp;lt;/tt&amp;gt; and &lt;br /&gt;
&amp;lt;tt&amp;gt;GRIBFILE.AAB&amp;lt;/tt&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
With the proper links in place, we need to tell ungrib what they contain.  This is done by copying a variable table into the main WPS directory.  Several variable tables are distributed with WPS which &lt;br /&gt;
describe common datasets.  You can find these in the directory &amp;lt;tt&amp;gt;WPS/ungrib/Variable_Tables&amp;lt;/tt&amp;gt;.&lt;br /&gt;
In particular, the file which corresponds to the NARR grib files is called &amp;lt;tt&amp;gt;Vtable.NARR&amp;lt;/tt&amp;gt;, so &lt;br /&gt;
we issue the following command to copy it into the current directory.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;cp ungrib/Variable_Tables/Vtable.NARR Vtable&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
We are now ready to run the ungrib executable.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;./ungrib.exe&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
This will create two files in the current directory named &amp;lt;tt&amp;gt;FILE:2005-08-28_12&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;FILE:2005-08-28_15&amp;lt;/tt&amp;gt;.  You can download these files here, [[File:ungrib_output.tgz]].&lt;br /&gt;
&lt;br /&gt;
=Running metgrid=&lt;br /&gt;
&lt;br /&gt;
Metgrid will take the files created by ungrib and geogrid and combine them into a set of files.  At this point, all we need to do is run it.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;./metgrid.exe&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
This creates two files named &amp;lt;tt&amp;gt;met_em.d01.2005-08-28_12:00:00.nc&amp;lt;/tt&amp;gt; and &amp;lt;tt&amp;gt;met_em.d01.2005-08-28_15:00:00.nc&amp;lt;/tt&amp;gt;, which you can download here, [[File:metgrid_output.tgz]].&lt;br /&gt;
&lt;br /&gt;
=Running wrf=&lt;br /&gt;
&lt;br /&gt;
We are now finished with all steps involving WPS.  All we need to do is copy over the metgrid output&lt;br /&gt;
files over to our WRF real run directory at &amp;lt;tt&amp;gt;WRFV3/test/em_real&amp;lt;/tt&amp;gt; and configure our WRF namelist.&lt;br /&gt;
We will need to be sure that the domain description in &amp;lt;tt&amp;gt;namelist.input&amp;lt;/tt&amp;gt; matches that of &lt;br /&gt;
the &amp;lt;tt&amp;gt;namelist.wps&amp;lt;/tt&amp;gt; we created previously, otherwise WRF will refuse to run.  Pay particular attention&lt;br /&gt;
to the start/stop times and the grid sizes.  The fire ignition parameters are configured&lt;br /&gt;
in the same way as for the ideal case.  Relevant portion of the namelist we will use are given below.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt; &amp;amp;time_control&lt;br /&gt;
 run_days                            = 0,&lt;br /&gt;
 run_hours                           = 0,&lt;br /&gt;
 run_minutes                         = 2,&lt;br /&gt;
 run_seconds                         = 0,&lt;br /&gt;
 start_year                          = 2005,&lt;br /&gt;
 start_month                         = 08,&lt;br /&gt;
 start_day                           = 28,&lt;br /&gt;
 start_hour                          = 12,&lt;br /&gt;
 start_minute                        = 00,&lt;br /&gt;
 start_second                        = 00,&lt;br /&gt;
 end_year                            = 2005,&lt;br /&gt;
 end_month                           = 08,&lt;br /&gt;
 end_day                             = 28,&lt;br /&gt;
 end_hour                            = 15,&lt;br /&gt;
 end_minute                          = 00,&lt;br /&gt;
 end_second                          = 00,&lt;br /&gt;
 interval_seconds                    = 10800&lt;br /&gt;
 input_from_file                     = .true.,&lt;br /&gt;
 history_interval_s                  = 30,&lt;br /&gt;
 frames_per_outfile                  = 1000,&lt;br /&gt;
 restart                             = .false.,&lt;br /&gt;
 restart_interval                    = 1,&lt;br /&gt;
 io_form_history                     = 2&lt;br /&gt;
 io_form_restart                     = 2&lt;br /&gt;
 io_form_input                       = 2&lt;br /&gt;
 io_form_boundary                    = 2&lt;br /&gt;
 /&lt;br /&gt;
&lt;br /&gt;
 &amp;amp;domains&lt;br /&gt;
 time_step                           = 0,&lt;br /&gt;
 time_step_fract_num                 = 5,&lt;br /&gt;
 time_step_fract_den                 = 10,&lt;br /&gt;
 max_dom                             = 1,&lt;br /&gt;
 s_we                                = 1,&lt;br /&gt;
 e_we                                = 43,&lt;br /&gt;
 s_sn                                = 1,&lt;br /&gt;
 e_sn                                = 43,&lt;br /&gt;
 s_vert                              = 1,&lt;br /&gt;
 e_vert                              = 41,&lt;br /&gt;
 num_metgrid_levels                  = 30&lt;br /&gt;
 dx                                  = 60,&lt;br /&gt;
 dy                                  = 60,&lt;br /&gt;
 grid_id                             = 1,&lt;br /&gt;
 parent_id                           = 0,&lt;br /&gt;
 i_parent_start                      = 0,&lt;br /&gt;
 j_parent_start                      = 0,&lt;br /&gt;
 parent_grid_ratio                   = 1,&lt;br /&gt;
 parent_time_step_ratio              = 1,&lt;br /&gt;
 feedback                            = 1,&lt;br /&gt;
 smooth_option                       = 0&lt;br /&gt;
 sr_x                                = 10,&lt;br /&gt;
 sr_y                                = 10,&lt;br /&gt;
 sfcp_to_sfcp                        = .true.,&lt;br /&gt;
 p_top_requested                     = 10000&lt;br /&gt;
 /&lt;br /&gt;
 &lt;br /&gt;
 &amp;amp;bdy_control&lt;br /&gt;
 spec_bdy_width                      = 5,&lt;br /&gt;
 spec_zone                           = 1,&lt;br /&gt;
 relax_zone                          = 4,&lt;br /&gt;
 specified                           = .true.,&lt;br /&gt;
 periodic_x                          = .false.,&lt;br /&gt;
 symmetric_xs                        = .false.,&lt;br /&gt;
 symmetric_xe                        = .false.,&lt;br /&gt;
 open_xs                             = .false.,&lt;br /&gt;
 open_xe                             = .false.,&lt;br /&gt;
 periodic_y                          = .false.,&lt;br /&gt;
 symmetric_ys                        = .false.,&lt;br /&gt;
 symmetric_ye                        = .false.,&lt;br /&gt;
 open_ys                             = .false.,&lt;br /&gt;
 open_ye                             = .false.,&lt;br /&gt;
 nested                              = .false.,&lt;br /&gt;
 /&lt;br /&gt;
&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
The full namelist used can be found [http://pastebin.com/thu8KDZF here].&lt;br /&gt;
&lt;br /&gt;
Once the namelist is properly configured we run the WRF real preprocessor.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;./real.exe&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
This creates the initial and boundary files for the WRF simulation and fills all missing fields&lt;br /&gt;
from the grib data with reasonable defaults.  The files that it produces are &amp;lt;tt&amp;gt;wrfbdy_d01&amp;lt;/tt&amp;gt;&lt;br /&gt;
and &amp;lt;tt&amp;gt;wrfinput_d01&amp;lt;/tt&amp;gt;, which can be downloaded here [[File:wrf_real_output.tgz]].&lt;br /&gt;
&lt;br /&gt;
Finally, we run the simulation.&lt;br /&gt;
&amp;lt;code&amp;gt;&amp;lt;pre&amp;gt;./wrf.exe&amp;lt;/pre&amp;gt;&amp;lt;/code&amp;gt;&lt;br /&gt;
The history file for this example can be downloaded here, [[File:wrf_real_history.tgz]].&lt;br /&gt;
&lt;br /&gt;
[[Category:WRF-Fire]]&lt;br /&gt;
[[Category:Howtos|Run WRF-Fire with real data]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Data_types&amp;diff=1085</id>
		<title>Data types</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Data_types&amp;diff=1085"/>
		<updated>2010-07-03T22:53:12Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== &#039;&#039;&#039;Data Types&#039;&#039;&#039; ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;•	Environmental factors&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Weather &#039;&#039;&#039; &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
•	Surface data&lt;br /&gt;
&lt;br /&gt;
•	Wind  All physically-based, empirical, or semi-empirical models of fire behavior will require an input of wind speed and direction for estimating fire rate of spread.  The location of the wind measurement or model-derived quantity with respect to the fire line may vary.   &lt;br /&gt;
&lt;br /&gt;
•	Vertical profiles&lt;br /&gt;
&lt;br /&gt;
•	Because so much of atmospheric dynamics depends on the vertical structure of fields such as temperature, pressure, wind, and humidity, vertical profiles may be used to initialize the state of atmospheric models, assuming that this profile is representative of the fire environment.  These may be obtained from atmospheric soundings (through the depth of the tropopause) or atmospheric profilers which emphasize the lowest levels of the atmosphere.&lt;br /&gt;
&lt;br /&gt;
•	3-dimensional atmospheric state.&lt;br /&gt;
&lt;br /&gt;
•	Air temperature – may be used as one of many variables for initializing the three-dimensional state of a computational fluid dynamics model such as a weather model, along with air water vapor mixing ratio, air pressure, wind speed and direction. Such physically consistent states may come from another computational fluid dynamics model or integrated analysis of many sources of data.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Terrain  &#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
•	A two-dimensional database of terrain elevation at a spatial resolution appropriate for the model.  Users should take care that anomalies and errors have been removed.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Fuel&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
•	Steady, extrinsic properties -  This is complex because it is not simply the vegetation present but the  part available for burning.   In general, particularly kinematic model where relationships have been developed relating fire front rate of spread to fuel loads, it is meant to be the (fast burning) small-dimensioned components of a fuel complex that participate in the reactions in the fire front that carry the flaming front. More generally and particularly in dynamic models (i.e. ones where the forces of momentum created by heat release and air acceleration), it may include the larger fuel components.   Reliable measurements of fuel are hard to come by, and may be based on hand measurements (which are limited by their representativeness), assignment of categorical fuel model classification (Anderson (1982), Scott and Burgan (2005),  McKenzie et al. ) based on anticipated fire behavior, remotely sensed land surface data cross walked to a categorical fuel model classification system.&lt;br /&gt;
&lt;br /&gt;
•	Fuel data is separated by vertical arrangement - ground fuel, surface fuel, and aerial (crown) fuel.  &lt;br /&gt;
&lt;br /&gt;
•	Transient properties.   The fuel state (fuel moisture) of surface and aerial fuel may be diagnosed or predicted using information about the physical properties of the fuel and a trace of recent weather data including temperature, humidity, pressure, wind speed, precipitation, cloud cover, and solar radiation.  While the smaller dead surface fuels respond over short term time scales to weather conditions, the live fuel moisture depends more on the health of the plant and therefore longer term conditions and stresses.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;&#039;&#039;•	Fire data&#039;&#039;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Time &amp;amp; location of ignition&#039;&#039;&#039;.  These are not routinely distributed in a digital form but may later be found in incident reports.&lt;br /&gt;
&lt;br /&gt;
•	Currently, models begin at the time of ignition, which may be a point ignition, sequence of point ignitions, line ignition, or a line ignited over a period of time (as a person walking with a drip torch).  It is recognized that differing ignition patterns may influence later fire behavior, thus models may include a wide variety of options here.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Spatial data&#039;&#039;&#039; may include a two-dimensional map of the fire extent obtained by incident teams circling the fire with a GPS, aircraft-based imagery, unmanned aerospace vehicle, and (depending on the size and intensity of the fire and the satellite characteristics) satellite-based instruments, either polar-orbiting or geostationary.  Fire remote sensing data often comes from instruments within the infrared range of the spectrum, since smoke frequently obscures the visible band.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;o	Times series&#039;&#039;&#039; of temperature produced by thermal sensors crossed by the fire.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;References&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Anderson, H. E. 1982. Aids to determining fuel models for estimating fire behavior. USDA For. Serv. Gen. Tech. Rep. INT-122, 22p. lntermt. For. and Range Exp. Stn., Ogden, Utah 84401.&lt;br /&gt;
&lt;br /&gt;
Scott, J. H. and R. E. Burgan. 2005. Standard fire behavior fuel models: a comprehensive set for use with Rothermel’s surface fire spread model. Gen. Tech. Rep. RMRS-GTR-153.Fort Collins, CO: U.S. Department of Agriculture, Forest Service, Rocky Mountain Research Station. 72 p.&lt;br /&gt;
&lt;br /&gt;
McKenzie, D., C.L. Raymond, L.-K.B. Kellogg, R.A. Norheim, A.G. Andreu, A.C. Bayard, K. E. Kopper, E. Elman, 2007.  Canadian Journal of Forest Research. 37: 2421-2437.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* [[List of software]]&lt;br /&gt;
* [[List of data]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=CAWFE&amp;diff=918</id>
		<title>CAWFE</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=CAWFE&amp;diff=918"/>
		<updated>2010-06-05T01:06:59Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{software}}&lt;br /&gt;
{{hangon}}&lt;br /&gt;
&#039;&#039;&#039;CAWFE&#039;&#039;&#039; (Coupled Atmosphere-Wildland Fire-Environment) is a coupled weather - wildland fire computational model developed at the [[wikipedia:National Center for Atmospheric Research|National Center for Atmospheric Research]] with contributions from the U.S.D.A. Forest Service Missoula Fire Laboratory and U.S.D.A. Forest Service Riverside Fire Laboratory.  The modeling system couples the Clark-Hall numerical weather prediction model with a wildland fire behavior model such that simulated atmospheric winds directed the speed and direction of the wildland fire, which burns through wildland fuels, releasing heat and water vapor that in turn alter the atmospheric winds in the vicinity of the fire, thus feeding back on the fire behavior.  The physics components of the fire behavior module include a surface fire rate of spread component; a post-frontal heat release component to capture the heat released from ignited fuel that the fireline has passed; a canopy fire model that heats, dries, and then if a specified heat flux still remains, ignites the canopy; and an upscaling mechanism that distributes the heat from the fire back into the weather model. The fireline, the subgrid interface between ignite and unignited fuel, is implemented by a tracer scheme. The modeling system was written in Fortran 77.&lt;br /&gt;
&lt;br /&gt;
==Distribution==&lt;br /&gt;
&lt;br /&gt;
Contact [http://www.mmm.ucar.edu/people/coen/ Janice Coen].&lt;br /&gt;
&lt;br /&gt;
==File format==&lt;br /&gt;
Custom.&lt;br /&gt;
&lt;br /&gt;
==Programming language and environments==&lt;br /&gt;
&lt;br /&gt;
FORTRAN 77 with m4 preprocessor, C&lt;br /&gt;
&lt;br /&gt;
==Documentation==&lt;br /&gt;
&lt;br /&gt;
Terry L. Clark, William D. Hall, and Janice L. Coen, &#039;&#039;Source code documentation for the Clark-Hall cloud-scale model code version G3CH01,&#039;&#039; National Center for Atmospheric Research, May 1996&lt;br /&gt;
&lt;br /&gt;
==Support==&lt;br /&gt;
&lt;br /&gt;
==Publications==&lt;br /&gt;
&lt;br /&gt;
* Coen, J. L. and C. C. Douglas, 2010: Computational modeling of large wildfires.  9th Intl. Symp. on Distributed Computing and Applications to Business, Engineering and Science (DCABES 2010), to appear.&lt;br /&gt;
* Coen, J. L., 2005: Simulation of the Big Elk Fire using coupled atmosphere-fire modeling. Journal of Wildland Fire, 14, 49-59.&lt;br /&gt;
* Clark, T. L., Coen, J. L., Latham, D., 2004: Description of a coupled atmosphere-fire model. International Journal of Wildland Fire, 13, 49-63.&lt;br /&gt;
* Clark, T. L., Jenkins, M. A., Coen, J., Packham, D., 1996: A Coupled Atmospheric-Fire Model: Convective Feedback on Fire Line Dynamics. Journal of Applied Meteorology, 35, 875-901.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* Earlier [http://www.vets.ucar.edu/vg/categories/wildfires.shtml wildfire visualizations at NCAR]&lt;br /&gt;
* New [http://www.mmm.ucar.edu/people/coen/files/newpage_m.html Coupled Weather-Wildland Fire Modeling Case Studies]&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=CAWFE&amp;diff=917</id>
		<title>CAWFE</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=CAWFE&amp;diff=917"/>
		<updated>2010-06-05T00:53:57Z</updated>

		<summary type="html">&lt;p&gt;Janicec: Undo revision 769 by Janicec (Talk)&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{software}}&lt;br /&gt;
{{hangon}}&lt;br /&gt;
&#039;&#039;&#039;CAWFE&#039;&#039;&#039; (Coupled Atmosphere-Wildland Fire-Environment) is a wildfire simulation code developed at the [[wikipedia:National Center for Atmospheric Research|National Center for Atmospheric Research]] by Terry L. Clark and Janice L. Coen. The code combines the Clark-Hall weather model with fire spread modeled by tracers. It is written in Fortran 77.&lt;br /&gt;
&lt;br /&gt;
==Distribution==&lt;br /&gt;
&lt;br /&gt;
Contact [http://www.mmm.ucar.edu/people/coen/ Janice Coen].&lt;br /&gt;
&lt;br /&gt;
==File format==&lt;br /&gt;
Custom.&lt;br /&gt;
&lt;br /&gt;
==Programming language and environments==&lt;br /&gt;
&lt;br /&gt;
FORTRAN 77 with m4 preprocessor, C&lt;br /&gt;
&lt;br /&gt;
==Documentation==&lt;br /&gt;
&lt;br /&gt;
Terry L. Clark, William D. Hall, and Janice L. Coen, &#039;&#039;Source code documentation for the Clark-Hall cloud-scale model code version G3CH01,&#039;&#039; Nationa Center for Atmospheric Research, May 1996&lt;br /&gt;
&lt;br /&gt;
==Support==&lt;br /&gt;
&lt;br /&gt;
==Publications==&lt;br /&gt;
&lt;br /&gt;
* Coen, J. L. and C. C. Douglas, 2010: Computational modeling of large wildfires.  9th Intl. Symp. on Distributed Computing and Applications to Business, Engineering and Science (DCABES 2010), to appear.&lt;br /&gt;
* Coen, J. L., 2005: Simulation of the Big Elk Fire using coupled atmosphere-fire modeling. Journal of Wildland Fire, 14, 49-59.&lt;br /&gt;
* Clark, T. L., Coen, J. L., Latham, D., 2004: Description of a coupled atmosphere-fire model. International Journal of Wildland Fire, 13, 49-63.&lt;br /&gt;
* Clark, T. L., Jenkins, M. A., Coen, J., Packham, D., 1996: A Coupled Atmospheric-Fire Model: Convective Feedback on Fire Line Dynamics. Journal of Applied Meteorology, 35, 875-901.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* Earlier [http://www.vets.ucar.edu/vg/categories/wildfires.shtml wildfire visualizations at NCAR]&lt;br /&gt;
* New [http://www.mmm.ucar.edu/people/coen/files/newpage_m.html Coupled Weather-Wildland Fire Modeling Case Studies]&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Publications&amp;diff=916</id>
		<title>Publications</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Publications&amp;diff=916"/>
		<updated>2010-06-05T00:51:47Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Journal articles */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== Journal articles ==&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Some new basics of fire behavior&#039;&#039;&#039;, Fire Management Today, Submitted. [http://www.mmm.ucar.edu/people/coen/files/Coen_FMT_complete.pdf&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, 2010: &#039;&#039;&#039;Dry lightning&#039;&#039;&#039;. Southern California Fire Journal, Spring 2010, 18-23. &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, and Minjeong Kim, &#039;&#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;&#039;, December 2007, revised February 2009. IEEE Control Systems Magazine, to appear. [http://arxiv.org/abs/0712.3965 arXiv:0712.3965]&lt;br /&gt;
&lt;br /&gt;
• Zhen Wang, Janice Coen, Anthony Vodacek, 2009: Generation of synthetic infrared remote sensing scenes of wildland fire.  Intl. J. Wildland Fire, 18, 302-319. [http://www.mmm.ucar.edu/people/coen/files/Wang_18_302-309.pdf]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Craig W. Johns, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/cjjm-fires-revised.pdf &#039;&#039;&#039;A two-stage Ensemble Kalman Filter for Smooth Data Assimilation&#039;&#039;&#039;], Environmental and Ecological Statistics 15, 101-110, 2008&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, 2008: Deadly fingers of flame. Southern California Fire Journal. 1(1):5-6.&lt;br /&gt;
&lt;br /&gt;
* Jonathan D. Beezley and Jan Mandel, &#039;&#039;&#039;Morphing Ensemble Kalman Filters&#039;&#039;&#039;, Tellus 60A, 131-140, 2008 [http://arxiv.org/abs/0705.3693 arXiv:0705.3693]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Jonathan D. Beezley, Janice L. Coen, Craig C. Douglas, Minjeong Kim, and Anthony Vodacek, [http://www-math.cudenver.edu/ccm/reports/rep233.pdf &#039;&#039;&#039;A wildland fire model with data assimilation&#039;&#039;&#039;], Mathematics and Computers in Simulation 79, 584-606, 2008, [http://dx.doi.org/10.1016/j.matcom.2008.03.015 article], [http://math.ucdenver.edu/%7Ejmandel/papers/rep233.pdf CCM Report 233 June 2006 revised January 2008]&lt;br /&gt;
&lt;br /&gt;
== Conference proceedings ==&lt;br /&gt;
&lt;br /&gt;
* Janice L. Coen and Craig C. Douglas, &#039;&#039;&#039;Computational Modeling of Large Wildfires: A Roadmap.&#039;&#039;&#039;, 9th International Symposium on Distributed Computing and Applications To Business, Engineering &amp;amp; Science. Accepted.  [http://www.mmm.ucar.edu/people/coen/files/Coen_Douglas_final.pdf] &lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, Brian Lamb, Janice Coen, &#039;&#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;&#039;, AGU Fall Meeting, 2009. &lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, Brian Lamb, Janice Coen, &#039;&#039;&#039;Sensitivity Analyses of Ignition Area and Fire-Atmosphere Dynamics using WRF-FIRE&#039;&#039;&#039;,  8th Symposium on Fire &amp;amp; Forest Meteorology, American Meteorological Society, Kalispell. Oct 13-15,2009. &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, &#039;&#039;&#039;An Ensemble Kalman-Particle Predictor-Corrector Filter for Non-Gaussian Data Assimilation&#039;&#039;&#039;, Proceedings ICCS 2009, Lecture Notes in Computer Science, Springer, 2009, to appear. [http://arxiv.org/abs/0812.2290 December 2008, revised February 2009. arXiv:0812.2290]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, [http://math.ucdenver.edu/~jmandel/papers/ametsoc07.pdf &#039;&#039;&#039;Predictor-Corrector and Morphing Ensemble Filters for the Assimilation of Sparse Data into High-Dimensional Nonlinear Systems&#039;&#039;&#039;], 11th Symposium on Integrated Observing and Assimilation Systems for the Atmosphere, Oceans, and Land Surface (IOAS-AOLS), CD-ROM, [http://ams.confex.com/ams/87ANNUAL/techprogram/paper_119633.htm Paper 4.12], 87th American Meterological Society Annual Meeting, San Antonio, TX, January 2007 [http://math.ucdenver.edu/~jmandel/slides/ametsoc07-jm.pdf presentation], [http://www-math.cudenver.edu/ccm/reports/rep239.pdf CCM Report 239, November 2006]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Lynn S. Bennethum, Soham Chakraborty, Janice L. Coen, Craig C. Douglas, Jay Hatcher, Minjeong Kim, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-paper.pdf &#039;&#039;&#039;A Dynamic Data Driven Wildland Fire Model&#039;&#039;&#039;], ICCS 2007, Part I, Yong Shi, G. D. van Albada, P. M. A. Sloot and J. J. Dongarra (Eds), Lecture Notes in Computer Science 4487, 1042--1049, Springer, 2007. [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-slides.pdf Presentation]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Mingshi Chen, Janice L. Coen, Craig C. Douglas, Leopoldo P. Franca, Craig J. Johns, Minjeong Kim, Andrew V. Knyazev, Robert Kremens, Vaibhav Kulkarni, Guan Qin, Anthony Vodacek, Jianjia Wu, Wei Zhao, and Adam Zornes, [http://math.ucdenver.edu/~jmandel/papers/fires-iccs05.pdf &#039;&#039;&#039;Towards a Dynamic Data Driven Application System for Wildfire Simulation&#039;&#039;&#039;] V.S. Sunderam et al. (Eds.): Computational Science - Proceedings ICCS&#039;2005, Lecture Notes in Computer Science 3515, pp. 632-639, 2005.&lt;br /&gt;
&lt;br /&gt;
* Craig C. Douglas, Jonathan D. Beezley, Janice Coen, Deng Li, Wei Li, Alan K. Mandel, Jan Mandel, Guan Qin, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/wf-demo.pdf &#039;&#039;&#039;Demonstrating the Validity of Wildfire DDDAS&#039;&#039;&#039;], Computational Science - ICCS 2006: 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, Vassil N. Alexandrov, Dick van Albada, Dick Geert and Peter M. A. Sloot and Jack Dongarra (Eds.), Lecture Notes in Computer Science 3993, Springer 2006, pp. 522-529.&lt;br /&gt;
&lt;br /&gt;
* J. Mandel, M. Chen, L.P. Franca, C. Johns, A. Puhalskii, J.L. Coen, C.C. Douglas, R. Kremens, A. Vodacek, W. Zhao, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/fires_krakow.pdf &#039;&#039;&#039;A Note on Dynamic Data Driven Wildfire Modeling&#039;&#039;&#039;], Computational Science - Proceedings ICCS&#039;2004, vol. III, edited by Marian Bubak, G.Dick van Albada, Peter M.A. Sloot, Jack J. Dongarra, Lecture Notes in Computer Science 3038, Springer, pp. 725-731. Copyright Springer 2004. [http://dx.doi.org/10.1007/b97989 book], [http://math.ucdenver.edu/%7Ejmandel/papers/fires_krakow.pdf PDF 150K]&lt;br /&gt;
&lt;br /&gt;
== Other ==&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel [http://math.ucdenver.edu/%7Ejmandel/papers/rep231.pdf &#039;&#039;&#039;Efficient Implementation of the Ensemble Kalman Filter&#039;&#039;&#039;], CCM Report 231, May 2006.&lt;br /&gt;
&lt;br /&gt;
* [http://www.cise.nsf.gov/cns/darema/dd_das/coen/ &#039;&#039;&#039;Coupled Atmosphere-Wildfire Modeling&#039;&#039;&#039;], Janice Coen, NSF Workshop, April 25, 2000&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Contents]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Publications&amp;diff=915</id>
		<title>Publications</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Publications&amp;diff=915"/>
		<updated>2010-06-05T00:40:28Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Conference proceedings */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== Journal articles ==&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Some new basics of fire behavior&#039;&#039;&#039;, Fire Management Today, Submitted. [http://www.mmm.ucar.edu/people/coen/files/Coen_FMT_complete.pdf&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, 2010: &#039;&#039;&#039;Dry lightning&#039;&#039;&#039;. Southern California Fire Journal, Spring 2010, 18-23. &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, and Minjeong Kim, &#039;&#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;&#039;, December 2007, revised February 2009. IEEE Control Systems Magazine, to appear. [http://arxiv.org/abs/0712.3965 arXiv:0712.3965]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Craig W. Johns, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/cjjm-fires-revised.pdf &#039;&#039;&#039;A two-stage Ensemble Kalman Filter for Smooth Data Assimilation&#039;&#039;&#039;], Environmental and Ecological Statistics 15, 101-110, 2008&lt;br /&gt;
&lt;br /&gt;
* Jonathan D. Beezley and Jan Mandel, &#039;&#039;&#039;Morphing Ensemble Kalman Filters&#039;&#039;&#039;, Tellus 60A, 131-140, 2008 [http://arxiv.org/abs/0705.3693 arXiv:0705.3693]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Jonathan D. Beezley, Janice L. Coen, Craig C. Douglas, Minjeong Kim, and Anthony Vodacek, [http://www-math.cudenver.edu/ccm/reports/rep233.pdf &#039;&#039;&#039;A wildland fire model with data assimilation&#039;&#039;&#039;], Mathematics and Computers in Simulation 79, 584-606, 2008, [http://dx.doi.org/10.1016/j.matcom.2008.03.015 article], [http://math.ucdenver.edu/%7Ejmandel/papers/rep233.pdf CCM Report 233 June 2006 revised January 2008]&lt;br /&gt;
&lt;br /&gt;
== Conference proceedings ==&lt;br /&gt;
&lt;br /&gt;
* Janice L. Coen and Craig C. Douglas, &#039;&#039;&#039;Computational Modeling of Large Wildfires: A Roadmap.&#039;&#039;&#039;, 9th International Symposium on Distributed Computing and Applications To Business, Engineering &amp;amp; Science. Accepted.  [http://www.mmm.ucar.edu/people/coen/files/Coen_Douglas_final.pdf] &lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, Brian Lamb, Janice Coen, &#039;&#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;&#039;, AGU Fall Meeting, 2009. &lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, Brian Lamb, Janice Coen, &#039;&#039;&#039;Sensitivity Analyses of Ignition Area and Fire-Atmosphere Dynamics using WRF-FIRE&#039;&#039;&#039;,  8th Symposium on Fire &amp;amp; Forest Meteorology, American Meteorological Society, Kalispell. Oct 13-15,2009. &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, &#039;&#039;&#039;An Ensemble Kalman-Particle Predictor-Corrector Filter for Non-Gaussian Data Assimilation&#039;&#039;&#039;, Proceedings ICCS 2009, Lecture Notes in Computer Science, Springer, 2009, to appear. [http://arxiv.org/abs/0812.2290 December 2008, revised February 2009. arXiv:0812.2290]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, [http://math.ucdenver.edu/~jmandel/papers/ametsoc07.pdf &#039;&#039;&#039;Predictor-Corrector and Morphing Ensemble Filters for the Assimilation of Sparse Data into High-Dimensional Nonlinear Systems&#039;&#039;&#039;], 11th Symposium on Integrated Observing and Assimilation Systems for the Atmosphere, Oceans, and Land Surface (IOAS-AOLS), CD-ROM, [http://ams.confex.com/ams/87ANNUAL/techprogram/paper_119633.htm Paper 4.12], 87th American Meterological Society Annual Meeting, San Antonio, TX, January 2007 [http://math.ucdenver.edu/~jmandel/slides/ametsoc07-jm.pdf presentation], [http://www-math.cudenver.edu/ccm/reports/rep239.pdf CCM Report 239, November 2006]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Lynn S. Bennethum, Soham Chakraborty, Janice L. Coen, Craig C. Douglas, Jay Hatcher, Minjeong Kim, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-paper.pdf &#039;&#039;&#039;A Dynamic Data Driven Wildland Fire Model&#039;&#039;&#039;], ICCS 2007, Part I, Yong Shi, G. D. van Albada, P. M. A. Sloot and J. J. Dongarra (Eds), Lecture Notes in Computer Science 4487, 1042--1049, Springer, 2007. [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-slides.pdf Presentation]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Mingshi Chen, Janice L. Coen, Craig C. Douglas, Leopoldo P. Franca, Craig J. Johns, Minjeong Kim, Andrew V. Knyazev, Robert Kremens, Vaibhav Kulkarni, Guan Qin, Anthony Vodacek, Jianjia Wu, Wei Zhao, and Adam Zornes, [http://math.ucdenver.edu/~jmandel/papers/fires-iccs05.pdf &#039;&#039;&#039;Towards a Dynamic Data Driven Application System for Wildfire Simulation&#039;&#039;&#039;] V.S. Sunderam et al. (Eds.): Computational Science - Proceedings ICCS&#039;2005, Lecture Notes in Computer Science 3515, pp. 632-639, 2005.&lt;br /&gt;
&lt;br /&gt;
* Craig C. Douglas, Jonathan D. Beezley, Janice Coen, Deng Li, Wei Li, Alan K. Mandel, Jan Mandel, Guan Qin, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/wf-demo.pdf &#039;&#039;&#039;Demonstrating the Validity of Wildfire DDDAS&#039;&#039;&#039;], Computational Science - ICCS 2006: 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, Vassil N. Alexandrov, Dick van Albada, Dick Geert and Peter M. A. Sloot and Jack Dongarra (Eds.), Lecture Notes in Computer Science 3993, Springer 2006, pp. 522-529.&lt;br /&gt;
&lt;br /&gt;
* J. Mandel, M. Chen, L.P. Franca, C. Johns, A. Puhalskii, J.L. Coen, C.C. Douglas, R. Kremens, A. Vodacek, W. Zhao, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/fires_krakow.pdf &#039;&#039;&#039;A Note on Dynamic Data Driven Wildfire Modeling&#039;&#039;&#039;], Computational Science - Proceedings ICCS&#039;2004, vol. III, edited by Marian Bubak, G.Dick van Albada, Peter M.A. Sloot, Jack J. Dongarra, Lecture Notes in Computer Science 3038, Springer, pp. 725-731. Copyright Springer 2004. [http://dx.doi.org/10.1007/b97989 book], [http://math.ucdenver.edu/%7Ejmandel/papers/fires_krakow.pdf PDF 150K]&lt;br /&gt;
&lt;br /&gt;
== Other ==&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel [http://math.ucdenver.edu/%7Ejmandel/papers/rep231.pdf &#039;&#039;&#039;Efficient Implementation of the Ensemble Kalman Filter&#039;&#039;&#039;], CCM Report 231, May 2006.&lt;br /&gt;
&lt;br /&gt;
* [http://www.cise.nsf.gov/cns/darema/dd_das/coen/ &#039;&#039;&#039;Coupled Atmosphere-Wildfire Modeling&#039;&#039;&#039;], Janice Coen, NSF Workshop, April 25, 2000&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Contents]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Publications&amp;diff=914</id>
		<title>Publications</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Publications&amp;diff=914"/>
		<updated>2010-06-05T00:34:39Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Journal articles */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== Journal articles ==&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Some new basics of fire behavior&#039;&#039;&#039;, Fire Management Today, Submitted. [http://www.mmm.ucar.edu/people/coen/files/Coen_FMT_complete.pdf&lt;br /&gt;
&lt;br /&gt;
* Janice Coen, 2010: &#039;&#039;&#039;Dry lightning&#039;&#039;&#039;. Southern California Fire Journal, Spring 2010, 18-23. &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, and Minjeong Kim, &#039;&#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;&#039;, December 2007, revised February 2009. IEEE Control Systems Magazine, to appear. [http://arxiv.org/abs/0712.3965 arXiv:0712.3965]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Craig W. Johns, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/cjjm-fires-revised.pdf &#039;&#039;&#039;A two-stage Ensemble Kalman Filter for Smooth Data Assimilation&#039;&#039;&#039;], Environmental and Ecological Statistics 15, 101-110, 2008&lt;br /&gt;
&lt;br /&gt;
* Jonathan D. Beezley and Jan Mandel, &#039;&#039;&#039;Morphing Ensemble Kalman Filters&#039;&#039;&#039;, Tellus 60A, 131-140, 2008 [http://arxiv.org/abs/0705.3693 arXiv:0705.3693]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Jonathan D. Beezley, Janice L. Coen, Craig C. Douglas, Minjeong Kim, and Anthony Vodacek, [http://www-math.cudenver.edu/ccm/reports/rep233.pdf &#039;&#039;&#039;A wildland fire model with data assimilation&#039;&#039;&#039;], Mathematics and Computers in Simulation 79, 584-606, 2008, [http://dx.doi.org/10.1016/j.matcom.2008.03.015 article], [http://math.ucdenver.edu/%7Ejmandel/papers/rep233.pdf CCM Report 233 June 2006 revised January 2008]&lt;br /&gt;
&lt;br /&gt;
== Conference proceedings ==&lt;br /&gt;
&lt;br /&gt;
* Coen, J. L.  and C. C. Douglas. &#039;&#039;&#039;Computational Modeling of Large Wildfires: A Roadmap.&#039;&#039;&#039;, 9th International Symposium on Distributed Computing and Applications To Business, Engineering &amp;amp; Science. Accepted.  [http://www.mmm.ucar.edu/people/coen/files/Coen_Douglas_final.pdf] &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, &#039;&#039;&#039;An Ensemble Kalman-Particle Predictor-Corrector Filter for Non-Gaussian Data Assimilation&#039;&#039;&#039;, Proceedings ICCS 2009, Lecture Notes in Computer Science, Springer, 2009, to appear. [http://arxiv.org/abs/0812.2290 December 2008, revised February 2009. arXiv:0812.2290]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, [http://math.ucdenver.edu/~jmandel/papers/ametsoc07.pdf &#039;&#039;&#039;Predictor-Corrector and Morphing Ensemble Filters for the Assimilation of Sparse Data into High-Dimensional Nonlinear Systems&#039;&#039;&#039;], 11th Symposium on Integrated Observing and Assimilation Systems for the Atmosphere, Oceans, and Land Surface (IOAS-AOLS), CD-ROM, [http://ams.confex.com/ams/87ANNUAL/techprogram/paper_119633.htm Paper 4.12], 87th American Meterological Society Annual Meeting, San Antonio, TX, January 2007 [http://math.ucdenver.edu/~jmandel/slides/ametsoc07-jm.pdf presentation], [http://www-math.cudenver.edu/ccm/reports/rep239.pdf CCM Report 239, November 2006]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Lynn S. Bennethum, Soham Chakraborty, Janice L. Coen, Craig C. Douglas, Jay Hatcher, Minjeong Kim, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-paper.pdf &#039;&#039;&#039;A Dynamic Data Driven Wildland Fire Model&#039;&#039;&#039;], ICCS 2007, Part I, Yong Shi, G. D. van Albada, P. M. A. Sloot and J. J. Dongarra (Eds), Lecture Notes in Computer Science 4487, 1042--1049, Springer, 2007. [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-slides.pdf Presentation]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Mingshi Chen, Janice L. Coen, Craig C. Douglas, Leopoldo P. Franca, Craig J. Johns, Minjeong Kim, Andrew V. Knyazev, Robert Kremens, Vaibhav Kulkarni, Guan Qin, Anthony Vodacek, Jianjia Wu, Wei Zhao, and Adam Zornes, [http://math.ucdenver.edu/~jmandel/papers/fires-iccs05.pdf &#039;&#039;&#039;Towards a Dynamic Data Driven Application System for Wildfire Simulation&#039;&#039;&#039;] V.S. Sunderam et al. (Eds.): Computational Science - Proceedings ICCS&#039;2005, Lecture Notes in Computer Science 3515, pp. 632-639, 2005.&lt;br /&gt;
&lt;br /&gt;
* Craig C. Douglas, Jonathan D. Beezley, Janice Coen, Deng Li, Wei Li, Alan K. Mandel, Jan Mandel, Guan Qin, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/wf-demo.pdf &#039;&#039;&#039;Demonstrating the Validity of Wildfire DDDAS&#039;&#039;&#039;], Computational Science - ICCS 2006: 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, Vassil N. Alexandrov, Dick van Albada, Dick Geert and Peter M. A. Sloot and Jack Dongarra (Eds.), Lecture Notes in Computer Science 3993, Springer 2006, pp. 522-529.&lt;br /&gt;
&lt;br /&gt;
* J. Mandel, M. Chen, L.P. Franca, C. Johns, A. Puhalskii, J.L. Coen, C.C. Douglas, R. Kremens, A. Vodacek, W. Zhao, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/fires_krakow.pdf &#039;&#039;&#039;A Note on Dynamic Data Driven Wildfire Modeling&#039;&#039;&#039;], Computational Science - Proceedings ICCS&#039;2004, vol. III, edited by Marian Bubak, G.Dick van Albada, Peter M.A. Sloot, Jack J. Dongarra, Lecture Notes in Computer Science 3038, Springer, pp. 725-731. Copyright Springer 2004. [http://dx.doi.org/10.1007/b97989 book], [http://math.ucdenver.edu/%7Ejmandel/papers/fires_krakow.pdf PDF 150K]&lt;br /&gt;
&lt;br /&gt;
== Other ==&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel [http://math.ucdenver.edu/%7Ejmandel/papers/rep231.pdf &#039;&#039;&#039;Efficient Implementation of the Ensemble Kalman Filter&#039;&#039;&#039;], CCM Report 231, May 2006.&lt;br /&gt;
&lt;br /&gt;
* [http://www.cise.nsf.gov/cns/darema/dd_das/coen/ &#039;&#039;&#039;Coupled Atmosphere-Wildfire Modeling&#039;&#039;&#039;], Janice Coen, NSF Workshop, April 25, 2000&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Contents]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Publications&amp;diff=913</id>
		<title>Publications</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Publications&amp;diff=913"/>
		<updated>2010-06-05T00:30:46Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Conference proceedings */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== Journal articles ==&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Some new basics of fire behavior&#039;&#039;&#039;, Fire Management Today, Submitted. [http://www.mmm.ucar.edu/people/coen/files/Coen_FMT_complete.pdf&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, and Minjeong Kim, &#039;&#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;&#039;, December 2007, revised February 2009. IEEE Control Systems Magazine, to appear. [http://arxiv.org/abs/0712.3965 arXiv:0712.3965]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Craig W. Johns, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/cjjm-fires-revised.pdf &#039;&#039;&#039;A two-stage Ensemble Kalman Filter for Smooth Data Assimilation&#039;&#039;&#039;], Environmental and Ecological Statistics 15, 101-110, 2008&lt;br /&gt;
&lt;br /&gt;
* Jonathan D. Beezley and Jan Mandel, &#039;&#039;&#039;Morphing Ensemble Kalman Filters&#039;&#039;&#039;, Tellus 60A, 131-140, 2008 [http://arxiv.org/abs/0705.3693 arXiv:0705.3693]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Jonathan D. Beezley, Janice L. Coen, Craig C. Douglas, Minjeong Kim, and Anthony Vodacek, [http://www-math.cudenver.edu/ccm/reports/rep233.pdf &#039;&#039;&#039;A wildland fire model with data assimilation&#039;&#039;&#039;], Mathematics and Computers in Simulation 79, 584-606, 2008, [http://dx.doi.org/10.1016/j.matcom.2008.03.015 article], [http://math.ucdenver.edu/%7Ejmandel/papers/rep233.pdf CCM Report 233 June 2006 revised January 2008]&lt;br /&gt;
&lt;br /&gt;
== Conference proceedings ==&lt;br /&gt;
&lt;br /&gt;
* Coen, J. L.  and C. C. Douglas. &#039;&#039;&#039;Computational Modeling of Large Wildfires: A Roadmap.&#039;&#039;&#039;, 9th International Symposium on Distributed Computing and Applications To Business, Engineering &amp;amp; Science. Accepted.  [http://www.mmm.ucar.edu/people/coen/files/Coen_Douglas_final.pdf] &lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, &#039;&#039;&#039;An Ensemble Kalman-Particle Predictor-Corrector Filter for Non-Gaussian Data Assimilation&#039;&#039;&#039;, Proceedings ICCS 2009, Lecture Notes in Computer Science, Springer, 2009, to appear. [http://arxiv.org/abs/0812.2290 December 2008, revised February 2009. arXiv:0812.2290]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, [http://math.ucdenver.edu/~jmandel/papers/ametsoc07.pdf &#039;&#039;&#039;Predictor-Corrector and Morphing Ensemble Filters for the Assimilation of Sparse Data into High-Dimensional Nonlinear Systems&#039;&#039;&#039;], 11th Symposium on Integrated Observing and Assimilation Systems for the Atmosphere, Oceans, and Land Surface (IOAS-AOLS), CD-ROM, [http://ams.confex.com/ams/87ANNUAL/techprogram/paper_119633.htm Paper 4.12], 87th American Meterological Society Annual Meeting, San Antonio, TX, January 2007 [http://math.ucdenver.edu/~jmandel/slides/ametsoc07-jm.pdf presentation], [http://www-math.cudenver.edu/ccm/reports/rep239.pdf CCM Report 239, November 2006]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Lynn S. Bennethum, Soham Chakraborty, Janice L. Coen, Craig C. Douglas, Jay Hatcher, Minjeong Kim, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-paper.pdf &#039;&#039;&#039;A Dynamic Data Driven Wildland Fire Model&#039;&#039;&#039;], ICCS 2007, Part I, Yong Shi, G. D. van Albada, P. M. A. Sloot and J. J. Dongarra (Eds), Lecture Notes in Computer Science 4487, 1042--1049, Springer, 2007. [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-slides.pdf Presentation]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Mingshi Chen, Janice L. Coen, Craig C. Douglas, Leopoldo P. Franca, Craig J. Johns, Minjeong Kim, Andrew V. Knyazev, Robert Kremens, Vaibhav Kulkarni, Guan Qin, Anthony Vodacek, Jianjia Wu, Wei Zhao, and Adam Zornes, [http://math.ucdenver.edu/~jmandel/papers/fires-iccs05.pdf &#039;&#039;&#039;Towards a Dynamic Data Driven Application System for Wildfire Simulation&#039;&#039;&#039;] V.S. Sunderam et al. (Eds.): Computational Science - Proceedings ICCS&#039;2005, Lecture Notes in Computer Science 3515, pp. 632-639, 2005.&lt;br /&gt;
&lt;br /&gt;
* Craig C. Douglas, Jonathan D. Beezley, Janice Coen, Deng Li, Wei Li, Alan K. Mandel, Jan Mandel, Guan Qin, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/wf-demo.pdf &#039;&#039;&#039;Demonstrating the Validity of Wildfire DDDAS&#039;&#039;&#039;], Computational Science - ICCS 2006: 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, Vassil N. Alexandrov, Dick van Albada, Dick Geert and Peter M. A. Sloot and Jack Dongarra (Eds.), Lecture Notes in Computer Science 3993, Springer 2006, pp. 522-529.&lt;br /&gt;
&lt;br /&gt;
* J. Mandel, M. Chen, L.P. Franca, C. Johns, A. Puhalskii, J.L. Coen, C.C. Douglas, R. Kremens, A. Vodacek, W. Zhao, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/fires_krakow.pdf &#039;&#039;&#039;A Note on Dynamic Data Driven Wildfire Modeling&#039;&#039;&#039;], Computational Science - Proceedings ICCS&#039;2004, vol. III, edited by Marian Bubak, G.Dick van Albada, Peter M.A. Sloot, Jack J. Dongarra, Lecture Notes in Computer Science 3038, Springer, pp. 725-731. Copyright Springer 2004. [http://dx.doi.org/10.1007/b97989 book], [http://math.ucdenver.edu/%7Ejmandel/papers/fires_krakow.pdf PDF 150K]&lt;br /&gt;
&lt;br /&gt;
== Other ==&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel [http://math.ucdenver.edu/%7Ejmandel/papers/rep231.pdf &#039;&#039;&#039;Efficient Implementation of the Ensemble Kalman Filter&#039;&#039;&#039;], CCM Report 231, May 2006.&lt;br /&gt;
&lt;br /&gt;
* [http://www.cise.nsf.gov/cns/darema/dd_das/coen/ &#039;&#039;&#039;Coupled Atmosphere-Wildfire Modeling&#039;&#039;&#039;], Janice Coen, NSF Workshop, April 25, 2000&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Contents]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=Publications&amp;diff=912</id>
		<title>Publications</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=Publications&amp;diff=912"/>
		<updated>2010-06-05T00:25:03Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Journal articles */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== Journal articles ==&lt;br /&gt;
* Janice Coen, &#039;&#039;&#039;Some new basics of fire behavior&#039;&#039;&#039;, Fire Management Today, Submitted. [http://www.mmm.ucar.edu/people/coen/files/Coen_FMT_complete.pdf&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, and Minjeong Kim, &#039;&#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;&#039;, December 2007, revised February 2009. IEEE Control Systems Magazine, to appear. [http://arxiv.org/abs/0712.3965 arXiv:0712.3965]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Craig W. Johns, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/cjjm-fires-revised.pdf &#039;&#039;&#039;A two-stage Ensemble Kalman Filter for Smooth Data Assimilation&#039;&#039;&#039;], Environmental and Ecological Statistics 15, 101-110, 2008&lt;br /&gt;
&lt;br /&gt;
* Jonathan D. Beezley and Jan Mandel, &#039;&#039;&#039;Morphing Ensemble Kalman Filters&#039;&#039;&#039;, Tellus 60A, 131-140, 2008 [http://arxiv.org/abs/0705.3693 arXiv:0705.3693]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Jonathan D. Beezley, Janice L. Coen, Craig C. Douglas, Minjeong Kim, and Anthony Vodacek, [http://www-math.cudenver.edu/ccm/reports/rep233.pdf &#039;&#039;&#039;A wildland fire model with data assimilation&#039;&#039;&#039;], Mathematics and Computers in Simulation 79, 584-606, 2008, [http://dx.doi.org/10.1016/j.matcom.2008.03.015 article], [http://math.ucdenver.edu/%7Ejmandel/papers/rep233.pdf CCM Report 233 June 2006 revised January 2008]&lt;br /&gt;
&lt;br /&gt;
== Conference proceedings ==&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, &#039;&#039;&#039;An Ensemble Kalman-Particle Predictor-Corrector Filter for Non-Gaussian Data Assimilation&#039;&#039;&#039;, Proceedings ICCS 2009, Lecture Notes in Computer Science, Springer, 2009, to appear. [http://arxiv.org/abs/0812.2290 December 2008, revised February 2009. arXiv:0812.2290]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel and Jonathan D. Beezley, [http://math.ucdenver.edu/~jmandel/papers/ametsoc07.pdf &#039;&#039;&#039;Predictor-Corrector and Morphing Ensemble Filters for the Assimilation of Sparse Data into High-Dimensional Nonlinear Systems&#039;&#039;&#039;], 11th Symposium on Integrated Observing and Assimilation Systems for the Atmosphere, Oceans, and Land Surface (IOAS-AOLS), CD-ROM, [http://ams.confex.com/ams/87ANNUAL/techprogram/paper_119633.htm Paper 4.12], 87th American Meterological Society Annual Meeting, San Antonio, TX, January 2007 [http://math.ucdenver.edu/~jmandel/slides/ametsoc07-jm.pdf presentation], [http://www-math.cudenver.edu/ccm/reports/rep239.pdf CCM Report 239, November 2006]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Lynn S. Bennethum, Soham Chakraborty, Janice L. Coen, Craig C. Douglas, Jay Hatcher, Minjeong Kim, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-paper.pdf &#039;&#039;&#039;A Dynamic Data Driven Wildland Fire Model&#039;&#039;&#039;], ICCS 2007, Part I, Yong Shi, G. D. van Albada, P. M. A. Sloot and J. J. Dongarra (Eds), Lecture Notes in Computer Science 4487, 1042--1049, Springer, 2007. [http://math.ucdenver.edu/%7Ejmandel/fires/papers/iccs07-slides.pdf Presentation]&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Lynn S. Bennethum, Mingshi Chen, Janice L. Coen, Craig C. Douglas, Leopoldo P. Franca, Craig J. Johns, Minjeong Kim, Andrew V. Knyazev, Robert Kremens, Vaibhav Kulkarni, Guan Qin, Anthony Vodacek, Jianjia Wu, Wei Zhao, and Adam Zornes, [http://math.ucdenver.edu/~jmandel/papers/fires-iccs05.pdf &#039;&#039;&#039;Towards a Dynamic Data Driven Application System for Wildfire Simulation&#039;&#039;&#039;] V.S. Sunderam et al. (Eds.): Computational Science - Proceedings ICCS&#039;2005, Lecture Notes in Computer Science 3515, pp. 632-639, 2005.&lt;br /&gt;
&lt;br /&gt;
* Craig C. Douglas, Jonathan D. Beezley, Janice Coen, Deng Li, Wei Li, Alan K. Mandel, Jan Mandel, Guan Qin, and Anthony Vodacek, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/wf-demo.pdf &#039;&#039;&#039;Demonstrating the Validity of Wildfire DDDAS&#039;&#039;&#039;], Computational Science - ICCS 2006: 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, Vassil N. Alexandrov, Dick van Albada, Dick Geert and Peter M. A. Sloot and Jack Dongarra (Eds.), Lecture Notes in Computer Science 3993, Springer 2006, pp. 522-529.&lt;br /&gt;
&lt;br /&gt;
* J. Mandel, M. Chen, L.P. Franca, C. Johns, A. Puhalskii, J.L. Coen, C.C. Douglas, R. Kremens, A. Vodacek, W. Zhao, [http://math.ucdenver.edu/%7Ejmandel/fires/papers/fires_krakow.pdf &#039;&#039;&#039;A Note on Dynamic Data Driven Wildfire Modeling&#039;&#039;&#039;], Computational Science - Proceedings ICCS&#039;2004, vol. III, edited by Marian Bubak, G.Dick van Albada, Peter M.A. Sloot, Jack J. Dongarra, Lecture Notes in Computer Science 3038, Springer, pp. 725-731. Copyright Springer 2004. [http://dx.doi.org/10.1007/b97989 book], [http://math.ucdenver.edu/%7Ejmandel/papers/fires_krakow.pdf PDF 150K]&lt;br /&gt;
&lt;br /&gt;
== Other ==&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel [http://math.ucdenver.edu/%7Ejmandel/papers/rep231.pdf &#039;&#039;&#039;Efficient Implementation of the Ensemble Kalman Filter&#039;&#039;&#039;], CCM Report 231, May 2006.&lt;br /&gt;
&lt;br /&gt;
* [http://www.cise.nsf.gov/cns/darema/dd_das/coen/ &#039;&#039;&#039;Coupled Atmosphere-Wildfire Modeling&#039;&#039;&#039;], Janice Coen, NSF Workshop, April 25, 2000&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Contents]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=WRF-Fire_development_notes&amp;diff=911</id>
		<title>WRF-Fire development notes</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=WRF-Fire_development_notes&amp;diff=911"/>
		<updated>2010-06-05T00:12:40Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Wish list */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;This page tracks activity in the [[WRF-Fire]] and related software development. All members of the fildfires communicty are welcome to [[Open Wildland Fire Modeling E community Wiki#How to get an account|get an account]] and [http://www.openwfm.org/w/index.php5?title=WRF-Fire_development_notes&amp;amp;action=edit edit]. &lt;br /&gt;
&lt;br /&gt;
==Wish list==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;Add your suggestions or plans here. If you want to comment on any of the items, please start a new section of the [[Talk:WRF-Fire development notes|talk page]] and link to it here.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
* Remove the ugly includes in the argument lists to get the coefficients down the call chain to the spread rate calculations. Pass the coefficients by pointers defined in a module instead. Declare the pointers in the module, or pass them around in a single derived type argument. This is a necessary step before including the weather and fire components into [[VisTrails]] separately.&lt;br /&gt;
* A standalone driver for the fire code that is independent of WRF for diagnostics. See [[Talk:WRF-Fire development notes#Standalone driver|discussion]].&lt;br /&gt;
* Merge with WRF 3.2&lt;br /&gt;
* Modify WPS to compute terrain gradient at data resolution and interpolate it to the fire mesh for better representation of the effect of terrain on the acceleration in the fire rate of spread.&lt;br /&gt;
* Take the winds from a given height, and set the height in the namelist.&lt;br /&gt;
* Take the winds from a given distance behind the fireline, and set the distance in the namelist.&lt;br /&gt;
* Gradual ignition from a point or a line without limitation on the initial radius. See [[Talk:WRF-Fire development notes#Gradual_ignition|discussion]].&lt;br /&gt;
* Real test problem with real fire data at both fine and coarse resolution.&lt;br /&gt;
* Adding a canopy fire model for both passive (colocated) and running (not colocated with surface fire) canopy fire.&lt;br /&gt;
* Output of emissions products into WRF for visualization of smoke transport and dispersion.&lt;br /&gt;
* Connection of emissions products with WRF-Chem for online simulation of the evolution of smoke.&lt;br /&gt;
* Add fuel models &amp;amp; fuel modeling schemes.&lt;br /&gt;
&lt;br /&gt;
==In progress==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;When you start on an item from the wish list, please move the item here and add a link to the branch where you work on it.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
* Better quadrature for fuel left&lt;br /&gt;
** The quadrature is done separately on 4 smaller cells per fire cell. The interpolation of time from ignition to the smaller cells should take into consideration the case when some of the nodes interpolated from are ignited and some are not. {{branch|jm2/fuel}}&lt;br /&gt;
** The current scheme is second order accurate when all 4 corners of a fire mesh cell are on fire, and exact when all 4 corners are not on fire. In the case when only some of the 4 corners are on fire, the only requirements are that the transition when nodes ignite is continuous and monotonous. In that case, the scheme may not be very accurate. A better scheme would be accurate in more cases and have natural invariance properties. {{branch|jm2/mkim}} {{commit|4cf71f8d9e4309281321ad7d38e4f028a005fa8a|last commit}}&lt;br /&gt;
:This affects the amount of heat output from the cell in the timesteps when the fireline crosses the cell.&lt;br /&gt;
* Input to the fire model the gradient rather than terrain height.  This will allow the gradient to be smoothly interpolated in preprocessing in the WPS or in setting up ideal cases. No artificial terrain smoothing is needed. The current scheme interpolates terrain height linearly, and if the mesh the terrain is interpolated from is much coarser than the fire mesh, this results in gradient jumps along the terrain mesh lines. Then, the  fire spread rate jumps along the terrain mesh lines. &#039;&#039;See [[Talk:WRF-Fire development notes#Proposed computation of smooth terrain gradient|discussion]].&#039;&#039; {{branch|jm2/grad}}. &lt;br /&gt;
* Read the topography from a file in an ideal run.  Fix/extend surface initialization in ideal cases to allow for defining surface properties like roughness, ground temperature, albedo etc., required by soil models and radiation codes. See [[Talk:WRF-Fire wish list#Proposed input of additional data in ideal run|discussion]]. {{branch|adamko/surface}}&lt;br /&gt;
* Support hyperbolic vertical mesh grading in ideal run not only exponential. {{branch|adamko/surface}}&lt;br /&gt;
* Set up fireflux text case {{branch|jc}}&lt;br /&gt;
* Paper on the fire model in WRF-Fire.&lt;br /&gt;
* [http://ccm.ucdenver.edu/wiki/index.php/Data_assimilation_seminar_to_do_list#Summer_2010 Paper on numerical methods in WRF-Fire]&lt;br /&gt;
* [http://ccm.ucdenver.edu/wiki/index.php/Data_assimilation_seminar_to_do_list#Summer_2010 Data assimilation]&lt;br /&gt;
&lt;br /&gt;
==Done==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;Move the item here when done and add a link to the contributor&#039;s last commit before the merge into master. Links to major milestone events can be also added to the timeline.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
===2007===&lt;br /&gt;
* Initial WRF 2 + fire by tracers code as received {{commit|b7ed4f2e4cd729c659d086efb86ecaca74919ff8|Jun 6 2007}}&lt;br /&gt;
* Imported a new standalone level set code {{commit|7b72b87820be21e0febba943f7325e66839016e5|Sep 5 2007}}&lt;br /&gt;
* WRF+level set coupled code {{commit|c073b70ef91f4458092cf0a7ecf9163aed5860ea|Nov 2 2007}}&lt;br /&gt;
* paper with description of the code [http://arxiv.org/abs/0712.3965 posted on arXiv], ignition from namelist {{commit|2439f24ff443ec18c5ff5812af456de30fb24636|Dec 24 2007}}&lt;br /&gt;
&lt;br /&gt;
===2008===&lt;br /&gt;
* Change nodes on the fire mesh from corners to centers {{commit|af413df0557a49ca56db20ff3436b14c7bccee21|Feb 10 2008}}&lt;br /&gt;
* WPS support {{commit|94a84b5b0170d8771102ff7fe25040a716268caf|3 Aug 2008}}&lt;br /&gt;
* OpenMP support {{commit|0509e9b746cf671922f1db96667d7f52ab947563|Oct 23 2008}}&lt;br /&gt;
* Cleanup, delete standalone driver and the tracers fire code {{commit|a3f839e50ebcf7e068c8aa0266401220bc09f2ec|Nov 18 2008}}&lt;br /&gt;
* Landfire data conversion {{commit|932a2d8b3e926bb193b2af07c1ba6410aa0e7e01|Dec 15 2008}}&lt;br /&gt;
&lt;br /&gt;
===2009===&lt;br /&gt;
* Distributed memory (halos) {{commit|0b5a20e6d0c88a1771a781c57307df252a213a7b|Jan 7 2009}}&lt;br /&gt;
* Approved for public release {{commit|76fac8823d0a81920de150a1061b95cd7717b0a9|Mar 17 2009}}&lt;br /&gt;
* Set up nested ideal case {{commit|aed943498d9ed9c2745151d1f4a63561ed7b5b22|May 4 2009}}&lt;br /&gt;
* WPS support for fire grid and nesting {{commit|4c86cf15408046b28a4c725fea80a9fc15ca1a7e|7 May 2009}}&lt;br /&gt;
* Paper with description of the code [http://dx.doi.org/10.1109/MCS.2009.932224 published in June 2009]&lt;br /&gt;
* Add namelist.fire to define fuel categories {{commit|c978b4ad2e83788d21c72dd93b8ec7eaea5a8c90|20 Sep 2009}}&lt;br /&gt;
* Interpolate in the computation of fuel_left locally to save stack memory {{commit|2ac779ca139bd84e5da858a155d1efc2559b238d|Oct 10 2009}}&lt;br /&gt;
* [[How to visualize WRF-Fire output in Matlab|3D visualization in Matlab]] {{commit|9237c5529ee03a53d14c448a5fabefc13704819a|Nov 3 2009}}&lt;br /&gt;
* [[How to visualize WRF-Fire output in VisTrails|Visualization in VisTrails]] and [[Supercomputing 2009 Demo]], Nov 15 2009&lt;br /&gt;
&lt;br /&gt;
===2010===&lt;br /&gt;
* Support for WRF restart {{commit|fd0219bce87b332b8abb55558c6323f2fc6dc2be|16 Jan 2010}}&lt;br /&gt;
* Control in namelist the initial atmosphere perturbation (bubble) in ideal run, off by default. {{commit|993cd88d2e2ec6ed84ada027bf5a483ac686c163|27 Feb 2010}} See  [[Talk:WRF-Fire development notes#Bubble|discussion]].&lt;br /&gt;
* Version {{commit|b6fe89aeb71d941e91530aafcf2f5b183a44fc37|19 Feb 2010}} [http://www.mmm.ucar.edu/wrf/users/wrfv3.2/updates-3.2.html released with WRF 3.2] Apr 2 2010  &lt;br /&gt;
* Fetch high-resolution geogrid data automatically {{commit|3bebc4f46f72de3cbfcebd902879098de1122c23|Apr 27 2010}}&lt;br /&gt;
* Walking line ignition (as the fireman walks igniting the fire) {{commit|acf57d48e09c66826dd8defc87a6dc800627a2e5|23 May 2010}}&lt;br /&gt;
* [[How to visualize WRF-Fire output in VAPOR|Visualization in VAPOR]], {{commit|1e710fc81479ea71ed74dd9903da9917fc9dcd93|May 26 2010}}&lt;br /&gt;
&lt;br /&gt;
==Back burner==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;Items from the wish list that are around for a long time or may never be done should be moved here.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[List of WRF-Fire pages]]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
&lt;br /&gt;
* [http://repo.or.cz/git-browser/by-commit.html?r=wrffire.git Branches and recent activity] in the repository&lt;br /&gt;
* [http://ccm.ucdenver.edu/wiki/index.php/Data_assimilation_seminar_to_do_list Data assimilation seminar to do list]&lt;br /&gt;
&lt;br /&gt;
[[Category:WRF-Fire]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=WRF-Fire_development_notes&amp;diff=910</id>
		<title>WRF-Fire development notes</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=WRF-Fire_development_notes&amp;diff=910"/>
		<updated>2010-06-05T00:11:11Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Wish list */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;This page tracks activity in the [[WRF-Fire]] and related software development. All members of the fildfires communicty are welcome to [[Open Wildland Fire Modeling E community Wiki#How to get an account|get an account]] and [http://www.openwfm.org/w/index.php5?title=WRF-Fire_development_notes&amp;amp;action=edit edit]. &lt;br /&gt;
&lt;br /&gt;
==Wish list==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;Add your suggestions or plans here. If you want to comment on any of the items, please start a new section of the [[Talk:WRF-Fire development notes|talk page]] and link to it here.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
* Get rid of the ugly includes in the argument lists to get the coefficients down the call chain to the spread rate calculations. Pass the coefficients by pointers defined in a module instead. Declare the pointers in the module, or pass them around in a single derived type argument. This is a necessary step before including the weather and fire components into [[VisTrails]] separately.&lt;br /&gt;
* A standalone driver for the fire code that is independent of WRF for diagnostics. See [[Talk:WRF-Fire development notes#Standalone driver|discussion]].&lt;br /&gt;
* Merge with WRF 3.2&lt;br /&gt;
* Modify WPS to compute terrain gradient at data resolution and interpolate it to the fire mesh.&lt;br /&gt;
* Take the winds from a given height, and set the height in the namelist.&lt;br /&gt;
* Take the winds from a given distance behind the fireline, and set the distance in the namelist.&lt;br /&gt;
* Gradual ignition from a point or a line without limitation on the initial radius. See [[Talk:WRF-Fire development notes#Gradual_ignition|discussion]].&lt;br /&gt;
* Real test problem with real fire data at both fine and coarse resolution.&lt;br /&gt;
* Adding a canopy fire model for both passive (colocated) and running (not colocated with surface fire) canopy fire.&lt;br /&gt;
* Output of emissions products into WRF for visualization of smoke transport and dispersion.&lt;br /&gt;
* Connection of emissions products with WRF-Chem for online simulation of the evolution of smoke.&lt;br /&gt;
* Add fuel models &amp;amp; fuel modeling schemes.&lt;br /&gt;
&lt;br /&gt;
==In progress==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;When you start on an item from the wish list, please move the item here and add a link to the branch where you work on it.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
* Better quadrature for fuel left&lt;br /&gt;
** The quadrature is done separately on 4 smaller cells per fire cell. The interpolation of time from ignition to the smaller cells should take into consideration the case when some of the nodes interpolated from are ignited and some are not. {{branch|jm2/fuel}}&lt;br /&gt;
** The current scheme is second order accurate when all 4 corners of a fire mesh cell are on fire, and exact when all 4 corners are not on fire. In the case when only some of the 4 corners are on fire, the only requirements are that the transition when nodes ignite is continuous and monotonous. In that case, the scheme may not be very accurate. A better scheme would be accurate in more cases and have natural invariance properties. {{branch|jm2/mkim}} {{commit|4cf71f8d9e4309281321ad7d38e4f028a005fa8a|last commit}}&lt;br /&gt;
:This affects the amount of heat output from the cell in the timesteps when the fireline crosses the cell.&lt;br /&gt;
* Input to the fire model the gradient rather than terrain height.  This will allow the gradient to be smoothly interpolated in preprocessing in the WPS or in setting up ideal cases. No artificial terrain smoothing is needed. The current scheme interpolates terrain height linearly, and if the mesh the terrain is interpolated from is much coarser than the fire mesh, this results in gradient jumps along the terrain mesh lines. Then, the  fire spread rate jumps along the terrain mesh lines. &#039;&#039;See [[Talk:WRF-Fire development notes#Proposed computation of smooth terrain gradient|discussion]].&#039;&#039; {{branch|jm2/grad}}. &lt;br /&gt;
* Read the topography from a file in an ideal run.  Fix/extend surface initialization in ideal cases to allow for defining surface properties like roughness, ground temperature, albedo etc., required by soil models and radiation codes. See [[Talk:WRF-Fire wish list#Proposed input of additional data in ideal run|discussion]]. {{branch|adamko/surface}}&lt;br /&gt;
* Support hyperbolic vertical mesh grading in ideal run not only exponential. {{branch|adamko/surface}}&lt;br /&gt;
* Set up fireflux text case {{branch|jc}}&lt;br /&gt;
* Paper on the fire model in WRF-Fire.&lt;br /&gt;
* [http://ccm.ucdenver.edu/wiki/index.php/Data_assimilation_seminar_to_do_list#Summer_2010 Paper on numerical methods in WRF-Fire]&lt;br /&gt;
* [http://ccm.ucdenver.edu/wiki/index.php/Data_assimilation_seminar_to_do_list#Summer_2010 Data assimilation]&lt;br /&gt;
&lt;br /&gt;
==Done==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;Move the item here when done and add a link to the contributor&#039;s last commit before the merge into master. Links to major milestone events can be also added to the timeline.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
===2007===&lt;br /&gt;
* Initial WRF 2 + fire by tracers code as received {{commit|b7ed4f2e4cd729c659d086efb86ecaca74919ff8|Jun 6 2007}}&lt;br /&gt;
* Imported a new standalone level set code {{commit|7b72b87820be21e0febba943f7325e66839016e5|Sep 5 2007}}&lt;br /&gt;
* WRF+level set coupled code {{commit|c073b70ef91f4458092cf0a7ecf9163aed5860ea|Nov 2 2007}}&lt;br /&gt;
* paper with description of the code [http://arxiv.org/abs/0712.3965 posted on arXiv], ignition from namelist {{commit|2439f24ff443ec18c5ff5812af456de30fb24636|Dec 24 2007}}&lt;br /&gt;
&lt;br /&gt;
===2008===&lt;br /&gt;
* Change nodes on the fire mesh from corners to centers {{commit|af413df0557a49ca56db20ff3436b14c7bccee21|Feb 10 2008}}&lt;br /&gt;
* WPS support {{commit|94a84b5b0170d8771102ff7fe25040a716268caf|3 Aug 2008}}&lt;br /&gt;
* OpenMP support {{commit|0509e9b746cf671922f1db96667d7f52ab947563|Oct 23 2008}}&lt;br /&gt;
* Cleanup, delete standalone driver and the tracers fire code {{commit|a3f839e50ebcf7e068c8aa0266401220bc09f2ec|Nov 18 2008}}&lt;br /&gt;
* Landfire data conversion {{commit|932a2d8b3e926bb193b2af07c1ba6410aa0e7e01|Dec 15 2008}}&lt;br /&gt;
&lt;br /&gt;
===2009===&lt;br /&gt;
* Distributed memory (halos) {{commit|0b5a20e6d0c88a1771a781c57307df252a213a7b|Jan 7 2009}}&lt;br /&gt;
* Approved for public release {{commit|76fac8823d0a81920de150a1061b95cd7717b0a9|Mar 17 2009}}&lt;br /&gt;
* Set up nested ideal case {{commit|aed943498d9ed9c2745151d1f4a63561ed7b5b22|May 4 2009}}&lt;br /&gt;
* WPS support for fire grid and nesting {{commit|4c86cf15408046b28a4c725fea80a9fc15ca1a7e|7 May 2009}}&lt;br /&gt;
* Paper with description of the code [http://dx.doi.org/10.1109/MCS.2009.932224 published in June 2009]&lt;br /&gt;
* Add namelist.fire to define fuel categories {{commit|c978b4ad2e83788d21c72dd93b8ec7eaea5a8c90|20 Sep 2009}}&lt;br /&gt;
* Interpolate in the computation of fuel_left locally to save stack memory {{commit|2ac779ca139bd84e5da858a155d1efc2559b238d|Oct 10 2009}}&lt;br /&gt;
* [[How to visualize WRF-Fire output in Matlab|3D visualization in Matlab]] {{commit|9237c5529ee03a53d14c448a5fabefc13704819a|Nov 3 2009}}&lt;br /&gt;
* [[How to visualize WRF-Fire output in VisTrails|Visualization in VisTrails]] and [[Supercomputing 2009 Demo]], Nov 15 2009&lt;br /&gt;
&lt;br /&gt;
===2010===&lt;br /&gt;
* Support for WRF restart {{commit|fd0219bce87b332b8abb55558c6323f2fc6dc2be|16 Jan 2010}}&lt;br /&gt;
* Control in namelist the initial atmosphere perturbation (bubble) in ideal run, off by default. {{commit|993cd88d2e2ec6ed84ada027bf5a483ac686c163|27 Feb 2010}} See  [[Talk:WRF-Fire development notes#Bubble|discussion]].&lt;br /&gt;
* Version {{commit|b6fe89aeb71d941e91530aafcf2f5b183a44fc37|19 Feb 2010}} [http://www.mmm.ucar.edu/wrf/users/wrfv3.2/updates-3.2.html released with WRF 3.2] Apr 2 2010  &lt;br /&gt;
* Fetch high-resolution geogrid data automatically {{commit|3bebc4f46f72de3cbfcebd902879098de1122c23|Apr 27 2010}}&lt;br /&gt;
* Walking line ignition (as the fireman walks igniting the fire) {{commit|acf57d48e09c66826dd8defc87a6dc800627a2e5|23 May 2010}}&lt;br /&gt;
* [[How to visualize WRF-Fire output in VAPOR|Visualization in VAPOR]], {{commit|1e710fc81479ea71ed74dd9903da9917fc9dcd93|May 26 2010}}&lt;br /&gt;
&lt;br /&gt;
==Back burner==&lt;br /&gt;
&lt;br /&gt;
:&#039;&#039;Items from the wish list that are around for a long time or may never be done should be moved here.&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[List of WRF-Fire pages]]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
&lt;br /&gt;
* [http://repo.or.cz/git-browser/by-commit.html?r=wrffire.git Branches and recent activity] in the repository&lt;br /&gt;
* [http://ccm.ucdenver.edu/wiki/index.php/Data_assimilation_seminar_to_do_list Data assimilation seminar to do list]&lt;br /&gt;
&lt;br /&gt;
[[Category:WRF-Fire]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=909</id>
		<title>WRF-Fire</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=909"/>
		<updated>2010-06-05T00:02:55Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Contributors */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{software}}&lt;br /&gt;
&#039;&#039;&#039;WRF-Fire&#039;&#039;&#039; combines the Weather Research and Forecasting model ([[WRF]]) with a surface fire behavior model.  Semi-empirical formulas calculate the rate of spread of the fire line, the interface between burning and unignited fuel, based on fuel properties, wind velocities from WRF, and terrain slope.  This interface is implemented by the [[wikipedia:Level set method|level set method]]. The heat release from the fire line as well as post-frontal heat release feeds back into WRF dynamics, affecting the simulated weather in the vicinity of the fire.   WRF-Fire is written in [[wikipedia:Fortran|Fortran 90]] following [http://www.mmm.ucar.edu/wrf/WG2/WRF_conventions.html WRF coding conventions]. It is integrated as a physics option, called from WRF as a subroutine. It calls WRF libraries for utilities such as I/O and communication between [[MPI]] processes. WRF-Fire executes on a part of the domain, called a tile (in WRF nomenclature). All communication between the tiles is in the caller; thus, one time step requires multiple calls to WRF-Fire. WRF-Fire can also be run independently without an atmosphere model by substituting its own main program and linking with stubs that replace the WRF subroutines called, although this capability has fallen behind at the moment and is not physically meaningful.&lt;br /&gt;
&lt;br /&gt;
==Distribution==&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is public domain software, [http://github.com/jbeezley/wrf-fire/blob/master/license.txt released] under the [http://www.mmm.ucar.edu/wrf/users/public.html WRF public domain notice and disclaimer].&lt;br /&gt;
&lt;br /&gt;
===Current development version===&lt;br /&gt;
&lt;br /&gt;
This version also contains a number of additional tools such as [[Matlab]] scripts for visualization. See [[How to get WRF-Fire]] and [[How to run WRF-Fire]] for installation instructions.&lt;br /&gt;
 &lt;br /&gt;
* [http://github.com/jbeezley/wrf-fire/tree/master Source code repository]&lt;br /&gt;
* [http://repo.or.cz/git-browser/by-commit.html?r=wrffire.git Branches and recent activity]&lt;br /&gt;
&lt;br /&gt;
===From WRF release===&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is included in WRF 3.2, released on April 2, 2010.&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/download/get_source.html WRF download]&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
==File format==&lt;br /&gt;
&lt;br /&gt;
All input, output, and restart files (with the complete model state) are in [[NetCDF]] format.&lt;br /&gt;
&lt;br /&gt;
==Programming language and environments==&lt;br /&gt;
&lt;br /&gt;
Fortran 90 with CPP preprocessor. Part of the WRF code is generated by C programs from a description in the registry.&lt;br /&gt;
&lt;br /&gt;
==Documentation==&lt;br /&gt;
&lt;br /&gt;
===Technical description===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Wrf-fire-doc.pdf|Description of the fire scheme in WRF]] describes the algorithms and software structure of WRF-Fire. It is intended to become a chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf WRF Technical Note] in the future. The description is based on sections &#039;&#039;Fireline propagation model&#039;&#039; and &#039;&#039;Level set-based wildland file model&#039;&#039; in Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at [http://arxiv.org/abs/0712.3965 arXiv:0712.3965], December 2007.&lt;br /&gt;
&lt;br /&gt;
===User&#039;s guides===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Users guide chap-wrf-fire.pdf|User&#039;s guide]], updated continuously with the software as [[How to get WRF-Fire|distributed by the developers]].&lt;br /&gt;
* The [[List of WRF-Fire pages|WRF-Fire pages]] on this wiki, updated continuously.&lt;br /&gt;
* The WRF-Fire chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF 3.2 User&#039;s guide] for the version frozen in the [http://www.mmm.ucar.edu/wrf/users/downloads.html WRF release].&lt;br /&gt;
&lt;br /&gt;
==Support==&lt;br /&gt;
&lt;br /&gt;
===Email support===&lt;br /&gt;
&lt;br /&gt;
Questions regarding WRF-Fire can be sent to [mailto:wrffirehelp@openwfm.org wrffirehelp@openwfm.org].  This email address is forwarded to the developers. When you write us, please:&lt;br /&gt;
&lt;br /&gt;
* Identify the version (WRF version if from the WRF release, the first line of the output of &amp;lt;code&amp;gt;git log&amp;lt;/code&amp;gt; if your code is from the git repository)&lt;br /&gt;
* Make sure you test the issue first on the code exactly as you have received it and the code version is up to date. If you obtained the code by [[git]] &#039;&#039;(highly recommended)&#039;&#039; as described in [[How to get WRF-Fire]],&lt;br /&gt;
** &amp;lt;code&amp;gt;git diff&amp;lt;/code&amp;gt; should return no output&lt;br /&gt;
** please verify that you are on the latest commit on the master branch from the repository.&lt;br /&gt;
* Recompile the code from scratch after typing &amp;lt;code&amp;gt;clean -a&amp;lt;/code&amp;gt; first&lt;br /&gt;
* Send us sufficient information to identify and reproduce the problem if needed (output of wrf compilation, namelist.input, output from the run)&lt;br /&gt;
&lt;br /&gt;
===Mailing list===&lt;br /&gt;
&lt;br /&gt;
For further support, WRF-Fire announcements, questions, and discussions, please subscribe to the WRF-Fire mailing list at [http://mailman.ucar.edu/mailman/listinfo/wrf-fire http://mailman.ucar.edu/mailman/listinfo/wrf-fire].&lt;br /&gt;
&lt;br /&gt;
===Wiki===&lt;br /&gt;
&lt;br /&gt;
We welcome contributions and discussion on the pages of this wiki. Please see the [[Main Page]] for [[Main Page#How to get an account|How to get an account]]. The [[WRF-Fire wish list]] is recommended for requests and [[Talk:WRF-Fire wish list]] for further discussions regarding future developments of WRF-Fire.&lt;br /&gt;
&lt;br /&gt;
==Publications==&lt;br /&gt;
&lt;br /&gt;
=== Description of WRF-Fire===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at {{arXiv|0712.3965}}, December 2007.&lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, J. L. Coen, and B. Lamb, &#039;&#039;WRF-Fire: A fire-atmosphere dynamics module for air quality modeling&#039;&#039;, [http://ams.confex.com/ams/89annual/techprogram/MEETING.HTM The 89th American Meteorological Society Annual Meeting (Phoenix, AZ)], [http://ams.confex.com/ams/89annual/techprogram/program_532.htm 11th Conference on Atmospheric Chemistry], [http://ams.confex.com/ams/89annual/techprogram/paper_150173.htm Poster JP 1.10], January 2009.&lt;br /&gt;
&lt;br /&gt;
===Related papers and presentations===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, and Volodymyr Y. Kondratenko, &#039;&#039;Fast Fourier Transform Ensemble Kalman Filter with Application to a Coupled Atmosphere-Wildland Fire Model&#039;&#039;, [http://www.amse-modeling.com/ms10/ MS2010], submitted. Preprint  {{arXiv|1001.1588}}&lt;br /&gt;
&lt;br /&gt;
* K M Yedinak, B K Lamb, J L Coen, &#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;, poster at the session [http://www.agu.org/meetings/fm09/program/scientific_session_search.php?show=detail&amp;amp;sessid=578 A35: Wildfire Dynamics: Observations and Modeling of Fire-Atmosphere Interactions], [http://www.agu.org/meetings/fm09/ American Geophysical Union Fall 2009 Meeting]. Listed in the [http://www.agu.org/meetings/fm09/pdf/AGU_FM09_Scientific_Program.pdf Scientific program] at p. 344.&lt;br /&gt;
&lt;br /&gt;
==Contributors==&lt;br /&gt;
&lt;br /&gt;
* Janice Coen (NCAR) developed physics components of the fire model, which is the same as in [[CAWFE]] (Coen (2005) and Clark et al. (2004))&lt;br /&gt;
* Ned Patton (NCAR) ported the fire code from (Clark et al., 2004) and interfaced it with WRF (Patton and Coen, 2004).&lt;br /&gt;
* Jan Mandel (University of Colorado at Denver) implemented the level set method in WRF-Fire using the WRF interface from Net Patton&#039;s code and the spread rate computation from CAWFE with assistance from Jonathan Beezley and Minjeong Kim.&lt;br /&gt;
* John Michalakes (formerly NCAR, now NREL) modified WRF to support refined grids (submesh) for the fire code.&lt;br /&gt;
* Jonathan Beezley (University of Colorado at Denver) has further modified WRF to support the fire software, provided the software engineering infrastructure, and developed the modified version of WPS for WRF with the fire model.&lt;br /&gt;
* Volodymyr Kondratenko (University of Colorado at Denver) has improved memory handing in the computation of remaining fuel.&lt;br /&gt;
* Adam Kochanski (University of Utah) has contributed variable atmospheric bubble initialization.&lt;br /&gt;
* Kara Yedinak (Washington State University) has exposed bugs contributing to a better fire initialization.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[List of WRF-Fire pages]]&lt;br /&gt;
* [[WRF-Fire development notes]]&lt;br /&gt;
* [[wikipedia:Wildfire modeling|Wildfire modeling]]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/ WRF users page] with links to download and documentation&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF-ARW Users Guide v. 3.2] (direct link)&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf Technical description of WRF-ARW v. 3] (direct link)&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
[[Category:WRF-Fire]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=908</id>
		<title>WRF-Fire</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=908"/>
		<updated>2010-06-04T23:52:32Z</updated>

		<summary type="html">&lt;p&gt;Janicec: /* Technical description */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{software}}&lt;br /&gt;
&#039;&#039;&#039;WRF-Fire&#039;&#039;&#039; combines the Weather Research and Forecasting model ([[WRF]]) with a surface fire behavior model.  Semi-empirical formulas calculate the rate of spread of the fire line, the interface between burning and unignited fuel, based on fuel properties, wind velocities from WRF, and terrain slope.  This interface is implemented by the [[wikipedia:Level set method|level set method]]. The heat release from the fire line as well as post-frontal heat release feeds back into WRF dynamics, affecting the simulated weather in the vicinity of the fire.   WRF-Fire is written in [[wikipedia:Fortran|Fortran 90]] following [http://www.mmm.ucar.edu/wrf/WG2/WRF_conventions.html WRF coding conventions]. It is integrated as a physics option, called from WRF as a subroutine. It calls WRF libraries for utilities such as I/O and communication between [[MPI]] processes. WRF-Fire executes on a part of the domain, called a tile (in WRF nomenclature). All communication between the tiles is in the caller; thus, one time step requires multiple calls to WRF-Fire. WRF-Fire can also be run independently without an atmosphere model by substituting its own main program and linking with stubs that replace the WRF subroutines called, although this capability has fallen behind at the moment and is not physically meaningful.&lt;br /&gt;
&lt;br /&gt;
==Distribution==&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is public domain software, [http://github.com/jbeezley/wrf-fire/blob/master/license.txt released] under the [http://www.mmm.ucar.edu/wrf/users/public.html WRF public domain notice and disclaimer].&lt;br /&gt;
&lt;br /&gt;
===Current development version===&lt;br /&gt;
&lt;br /&gt;
This version also contains a number of additional tools such as [[Matlab]] scripts for visualization. See [[How to get WRF-Fire]] and [[How to run WRF-Fire]] for installation instructions.&lt;br /&gt;
 &lt;br /&gt;
* [http://github.com/jbeezley/wrf-fire/tree/master Source code repository]&lt;br /&gt;
* [http://repo.or.cz/git-browser/by-commit.html?r=wrffire.git Branches and recent activity]&lt;br /&gt;
&lt;br /&gt;
===From WRF release===&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is included in WRF 3.2, released on April 2, 2010.&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/download/get_source.html WRF download]&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
==File format==&lt;br /&gt;
&lt;br /&gt;
All input, output, and restart files (with the complete model state) are in [[NetCDF]] format.&lt;br /&gt;
&lt;br /&gt;
==Programming language and environments==&lt;br /&gt;
&lt;br /&gt;
Fortran 90 with CPP preprocessor. Part of the WRF code is generated by C programs from a description in the registry.&lt;br /&gt;
&lt;br /&gt;
==Documentation==&lt;br /&gt;
&lt;br /&gt;
===Technical description===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Wrf-fire-doc.pdf|Description of the fire scheme in WRF]] describes the algorithms and software structure of WRF-Fire. It is intended to become a chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf WRF Technical Note] in the future. The description is based on sections &#039;&#039;Fireline propagation model&#039;&#039; and &#039;&#039;Level set-based wildland file model&#039;&#039; in Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at [http://arxiv.org/abs/0712.3965 arXiv:0712.3965], December 2007.&lt;br /&gt;
&lt;br /&gt;
===User&#039;s guides===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Users guide chap-wrf-fire.pdf|User&#039;s guide]], updated continuously with the software as [[How to get WRF-Fire|distributed by the developers]].&lt;br /&gt;
* The [[List of WRF-Fire pages|WRF-Fire pages]] on this wiki, updated continuously.&lt;br /&gt;
* The WRF-Fire chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF 3.2 User&#039;s guide] for the version frozen in the [http://www.mmm.ucar.edu/wrf/users/downloads.html WRF release].&lt;br /&gt;
&lt;br /&gt;
==Support==&lt;br /&gt;
&lt;br /&gt;
===Email support===&lt;br /&gt;
&lt;br /&gt;
Questions regarding WRF-Fire can be sent to [mailto:wrffirehelp@openwfm.org wrffirehelp@openwfm.org].  This email address is forwarded to the developers. When you write us, please:&lt;br /&gt;
&lt;br /&gt;
* Identify the version (WRF version if from the WRF release, the first line of the output of &amp;lt;code&amp;gt;git log&amp;lt;/code&amp;gt; if your code is from the git repository)&lt;br /&gt;
* Make sure you test the issue first on the code exactly as you have received it and the code version is up to date. If you obtained the code by [[git]] &#039;&#039;(highly recommended)&#039;&#039; as described in [[How to get WRF-Fire]],&lt;br /&gt;
** &amp;lt;code&amp;gt;git diff&amp;lt;/code&amp;gt; should return no output&lt;br /&gt;
** please verify that you are on the latest commit on the master branch from the repository.&lt;br /&gt;
* Recompile the code from scratch after typing &amp;lt;code&amp;gt;clean -a&amp;lt;/code&amp;gt; first&lt;br /&gt;
* Send us sufficient information to identify and reproduce the problem if needed (output of wrf compilation, namelist.input, output from the run)&lt;br /&gt;
&lt;br /&gt;
===Mailing list===&lt;br /&gt;
&lt;br /&gt;
For further support, WRF-Fire announcements, questions, and discussions, please subscribe to the WRF-Fire mailing list at [http://mailman.ucar.edu/mailman/listinfo/wrf-fire http://mailman.ucar.edu/mailman/listinfo/wrf-fire].&lt;br /&gt;
&lt;br /&gt;
===Wiki===&lt;br /&gt;
&lt;br /&gt;
We welcome contributions and discussion on the pages of this wiki. Please see the [[Main Page]] for [[Main Page#How to get an account|How to get an account]]. The [[WRF-Fire wish list]] is recommended for requests and [[Talk:WRF-Fire wish list]] for further discussions regarding future developments of WRF-Fire.&lt;br /&gt;
&lt;br /&gt;
==Publications==&lt;br /&gt;
&lt;br /&gt;
=== Description of WRF-Fire===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at {{arXiv|0712.3965}}, December 2007.&lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, J. L. Coen, and B. Lamb, &#039;&#039;WRF-Fire: A fire-atmosphere dynamics module for air quality modeling&#039;&#039;, [http://ams.confex.com/ams/89annual/techprogram/MEETING.HTM The 89th American Meteorological Society Annual Meeting (Phoenix, AZ)], [http://ams.confex.com/ams/89annual/techprogram/program_532.htm 11th Conference on Atmospheric Chemistry], [http://ams.confex.com/ams/89annual/techprogram/paper_150173.htm Poster JP 1.10], January 2009.&lt;br /&gt;
&lt;br /&gt;
===Related papers and presentations===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, and Volodymyr Y. Kondratenko, &#039;&#039;Fast Fourier Transform Ensemble Kalman Filter with Application to a Coupled Atmosphere-Wildland Fire Model&#039;&#039;, [http://www.amse-modeling.com/ms10/ MS2010], submitted. Preprint  {{arXiv|1001.1588}}&lt;br /&gt;
&lt;br /&gt;
* K M Yedinak, B K Lamb, J L Coen, &#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;, poster at the session [http://www.agu.org/meetings/fm09/program/scientific_session_search.php?show=detail&amp;amp;sessid=578 A35: Wildfire Dynamics: Observations and Modeling of Fire-Atmosphere Interactions], [http://www.agu.org/meetings/fm09/ American Geophysical Union Fall 2009 Meeting]. Listed in the [http://www.agu.org/meetings/fm09/pdf/AGU_FM09_Scientific_Program.pdf Scientific program] at p. 344.&lt;br /&gt;
&lt;br /&gt;
==Contributors==&lt;br /&gt;
&lt;br /&gt;
* Janice Coen developed the physical fire model, which is the same as in [[CAWFE]] (Coen (2005) and Clark et al. (2004))&lt;br /&gt;
* Ned Patton (Patton and Coen, 2004), ported the earlier fire code from (Clark et al., 2004) and interfaced it with WRF.&lt;br /&gt;
* Jan Mandel is leading the WRF-Fire software development. He wrote the fire component in WRF-Fire using the WRF interface from Net Patton&#039;s code and the spread rate computation from CAWFE, with advice from Janice Coen and assistance from Jonathan Beezley and Minjeong Kim.&lt;br /&gt;
* John Michalakes modified WRF to support refined grids (submesh) for the fire code.&lt;br /&gt;
* Jonathan Beezley has further modified WRF to support the fire software, provided the software engineering infrastructure, and developed the modified version of WPS for WRF with the fire model.&lt;br /&gt;
* Volodymyr Kondratenko has improved memory handing in computation of fuel left&lt;br /&gt;
* Adam Kochanski has contributed variable atmospheric bubble initialization.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[List of WRF-Fire pages]]&lt;br /&gt;
* [[WRF-Fire development notes]]&lt;br /&gt;
* [[wikipedia:Wildfire modeling|Wildfire modeling]]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/ WRF users page] with links to download and documentation&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF-ARW Users Guide v. 3.2] (direct link)&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf Technical description of WRF-ARW v. 3] (direct link)&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
[[Category:WRF-Fire]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
	<entry>
		<id>https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=907</id>
		<title>WRF-Fire</title>
		<link rel="alternate" type="text/html" href="https://wiki.openwfm.org/index.php?title=WRF-Fire&amp;diff=907"/>
		<updated>2010-06-04T23:51:33Z</updated>

		<summary type="html">&lt;p&gt;Janicec: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{software}}&lt;br /&gt;
&#039;&#039;&#039;WRF-Fire&#039;&#039;&#039; combines the Weather Research and Forecasting model ([[WRF]]) with a surface fire behavior model.  Semi-empirical formulas calculate the rate of spread of the fire line, the interface between burning and unignited fuel, based on fuel properties, wind velocities from WRF, and terrain slope.  This interface is implemented by the [[wikipedia:Level set method|level set method]]. The heat release from the fire line as well as post-frontal heat release feeds back into WRF dynamics, affecting the simulated weather in the vicinity of the fire.   WRF-Fire is written in [[wikipedia:Fortran|Fortran 90]] following [http://www.mmm.ucar.edu/wrf/WG2/WRF_conventions.html WRF coding conventions]. It is integrated as a physics option, called from WRF as a subroutine. It calls WRF libraries for utilities such as I/O and communication between [[MPI]] processes. WRF-Fire executes on a part of the domain, called a tile (in WRF nomenclature). All communication between the tiles is in the caller; thus, one time step requires multiple calls to WRF-Fire. WRF-Fire can also be run independently without an atmosphere model by substituting its own main program and linking with stubs that replace the WRF subroutines called, although this capability has fallen behind at the moment and is not physically meaningful.&lt;br /&gt;
&lt;br /&gt;
==Distribution==&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is public domain software, [http://github.com/jbeezley/wrf-fire/blob/master/license.txt released] under the [http://www.mmm.ucar.edu/wrf/users/public.html WRF public domain notice and disclaimer].&lt;br /&gt;
&lt;br /&gt;
===Current development version===&lt;br /&gt;
&lt;br /&gt;
This version also contains a number of additional tools such as [[Matlab]] scripts for visualization. See [[How to get WRF-Fire]] and [[How to run WRF-Fire]] for installation instructions.&lt;br /&gt;
 &lt;br /&gt;
* [http://github.com/jbeezley/wrf-fire/tree/master Source code repository]&lt;br /&gt;
* [http://repo.or.cz/git-browser/by-commit.html?r=wrffire.git Branches and recent activity]&lt;br /&gt;
&lt;br /&gt;
===From WRF release===&lt;br /&gt;
&lt;br /&gt;
WRF-Fire is included in WRF 3.2, released on April 2, 2010.&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/download/get_source.html WRF download]&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
==File format==&lt;br /&gt;
&lt;br /&gt;
All input, output, and restart files (with the complete model state) are in [[NetCDF]] format.&lt;br /&gt;
&lt;br /&gt;
==Programming language and environments==&lt;br /&gt;
&lt;br /&gt;
Fortran 90 with CPP preprocessor. Part of the WRF code is generated by C programs from a description in the registry.&lt;br /&gt;
&lt;br /&gt;
==Documentation==&lt;br /&gt;
&lt;br /&gt;
===Technical description===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Wrf-fire-doc.pdf|Description of the fire scheme in WRF]] describes the algorithms and software structure of WRF-Fire. It is intended to become a chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf WRF Technical Note] in future. The description is based on sections &#039;&#039;Fireline propagation model&#039;&#039; and &#039;&#039;Level set-based wildland file model&#039;&#039; in Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at [http://arxiv.org/abs/0712.3965 arXiv:0712.3965], December 2007. This is currently the only journal publication about WRF-Fire.&lt;br /&gt;
&lt;br /&gt;
===User&#039;s guides===&lt;br /&gt;
&lt;br /&gt;
* [[Media:Users guide chap-wrf-fire.pdf|User&#039;s guide]], updated continuously with the software as [[How to get WRF-Fire|distributed by the developers]].&lt;br /&gt;
* The [[List of WRF-Fire pages|WRF-Fire pages]] on this wiki, updated continuously.&lt;br /&gt;
* The WRF-Fire chapter in the [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF 3.2 User&#039;s guide] for the version frozen in the [http://www.mmm.ucar.edu/wrf/users/downloads.html WRF release].&lt;br /&gt;
&lt;br /&gt;
==Support==&lt;br /&gt;
&lt;br /&gt;
===Email support===&lt;br /&gt;
&lt;br /&gt;
Questions regarding WRF-Fire can be sent to [mailto:wrffirehelp@openwfm.org wrffirehelp@openwfm.org].  This email address is forwarded to the developers. When you write us, please:&lt;br /&gt;
&lt;br /&gt;
* Identify the version (WRF version if from the WRF release, the first line of the output of &amp;lt;code&amp;gt;git log&amp;lt;/code&amp;gt; if your code is from the git repository)&lt;br /&gt;
* Make sure you test the issue first on the code exactly as you have received it and the code version is up to date. If you obtained the code by [[git]] &#039;&#039;(highly recommended)&#039;&#039; as described in [[How to get WRF-Fire]],&lt;br /&gt;
** &amp;lt;code&amp;gt;git diff&amp;lt;/code&amp;gt; should return no output&lt;br /&gt;
** please verify that you are on the latest commit on the master branch from the repository.&lt;br /&gt;
* Recompile the code from scratch after typing &amp;lt;code&amp;gt;clean -a&amp;lt;/code&amp;gt; first&lt;br /&gt;
* Send us sufficient information to identify and reproduce the problem if needed (output of wrf compilation, namelist.input, output from the run)&lt;br /&gt;
&lt;br /&gt;
===Mailing list===&lt;br /&gt;
&lt;br /&gt;
For further support, WRF-Fire announcements, questions, and discussions, please subscribe to the WRF-Fire mailing list at [http://mailman.ucar.edu/mailman/listinfo/wrf-fire http://mailman.ucar.edu/mailman/listinfo/wrf-fire].&lt;br /&gt;
&lt;br /&gt;
===Wiki===&lt;br /&gt;
&lt;br /&gt;
We welcome contributions and discussion on the pages of this wiki. Please see the [[Main Page]] for [[Main Page#How to get an account|How to get an account]]. The [[WRF-Fire wish list]] is recommended for requests and [[Talk:WRF-Fire wish list]] for further discussions regarding future developments of WRF-Fire.&lt;br /&gt;
&lt;br /&gt;
==Publications==&lt;br /&gt;
&lt;br /&gt;
=== Description of WRF-Fire===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, Janice L. Coen, Minjeong Kim, &#039;&#039;Data Assimilation for Wildland Fires: Ensemble Kalman filters in coupled atmosphere-surface models&#039;&#039;, [http://dx.doi.org/10.1109/MCS.2009.932224 IEEE Control Systems Magazine 29, Issue 3, June 2009, 47-65]. Preprint at {{arXiv|0712.3965}}, December 2007.&lt;br /&gt;
&lt;br /&gt;
* Kara Yedinak, J. L. Coen, and B. Lamb, &#039;&#039;WRF-Fire: A fire-atmosphere dynamics module for air quality modeling&#039;&#039;, [http://ams.confex.com/ams/89annual/techprogram/MEETING.HTM The 89th American Meteorological Society Annual Meeting (Phoenix, AZ)], [http://ams.confex.com/ams/89annual/techprogram/program_532.htm 11th Conference on Atmospheric Chemistry], [http://ams.confex.com/ams/89annual/techprogram/paper_150173.htm Poster JP 1.10], January 2009.&lt;br /&gt;
&lt;br /&gt;
===Related papers and presentations===&lt;br /&gt;
&lt;br /&gt;
* Jan Mandel, Jonathan D. Beezley, and Volodymyr Y. Kondratenko, &#039;&#039;Fast Fourier Transform Ensemble Kalman Filter with Application to a Coupled Atmosphere-Wildland Fire Model&#039;&#039;, [http://www.amse-modeling.com/ms10/ MS2010], submitted. Preprint  {{arXiv|1001.1588}}&lt;br /&gt;
&lt;br /&gt;
* K M Yedinak, B K Lamb, J L Coen, &#039;&#039;Sensitivity Analysis and Application of WRF-Fire&#039;&#039;, poster at the session [http://www.agu.org/meetings/fm09/program/scientific_session_search.php?show=detail&amp;amp;sessid=578 A35: Wildfire Dynamics: Observations and Modeling of Fire-Atmosphere Interactions], [http://www.agu.org/meetings/fm09/ American Geophysical Union Fall 2009 Meeting]. Listed in the [http://www.agu.org/meetings/fm09/pdf/AGU_FM09_Scientific_Program.pdf Scientific program] at p. 344.&lt;br /&gt;
&lt;br /&gt;
==Contributors==&lt;br /&gt;
&lt;br /&gt;
* Janice Coen developed the physical fire model, which is the same as in [[CAWFE]] (Coen (2005) and Clark et al. (2004))&lt;br /&gt;
* Ned Patton (Patton and Coen, 2004), ported the earlier fire code from (Clark et al., 2004) and interfaced it with WRF.&lt;br /&gt;
* Jan Mandel is leading the WRF-Fire software development. He wrote the fire component in WRF-Fire using the WRF interface from Net Patton&#039;s code and the spread rate computation from CAWFE, with advice from Janice Coen and assistance from Jonathan Beezley and Minjeong Kim.&lt;br /&gt;
* John Michalakes modified WRF to support refined grids (submesh) for the fire code.&lt;br /&gt;
* Jonathan Beezley has further modified WRF to support the fire software, provided the software engineering infrastructure, and developed the modified version of WPS for WRF with the fire model.&lt;br /&gt;
* Volodymyr Kondratenko has improved memory handing in computation of fuel left&lt;br /&gt;
* Adam Kochanski has contributed variable atmospheric bubble initialization.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
&lt;br /&gt;
* [[List of WRF-Fire pages]]&lt;br /&gt;
* [[WRF-Fire development notes]]&lt;br /&gt;
* [[wikipedia:Wildfire modeling|Wildfire modeling]]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/ WRF users page] with links to download and documentation&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/user_guide_V3/contents.html WRF-ARW Users Guide v. 3.2] (direct link)&lt;br /&gt;
* [http://www.mmm.ucar.edu/wrf/users/docs/arw_v3.pdf Technical description of WRF-ARW v. 3] (direct link)&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
[[Category:WRF-Fire]]&lt;/div&gt;</summary>
		<author><name>Janicec</name></author>
	</entry>
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		<title>CAWFE</title>
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		<updated>2010-05-29T21:29:02Z</updated>

		<summary type="html">&lt;p&gt;Janicec: Blanked the page&lt;/p&gt;
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