{"id":88041,"date":"2023-06-12T14:48:10","date_gmt":"2023-06-12T18:48:10","guid":{"rendered":"https:\/\/newsroom.carleton.ca\/?post_type=cu_story&#038;p=88041"},"modified":"2025-08-19T09:37:06","modified_gmt":"2025-08-19T13:37:06","slug":"forest-fires-planning-modelling-factors","status":"publish","type":"cu_story","link":"https:\/\/carleton.ca\/news\/story\/forest-fires-planning-modelling-factors\/","title":{"rendered":"Predicting and planning for forest fires requires modelling of many complex, interrelated factors"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-max  md:space-y-10 cu-prose-first-last\">\n\n        \n                    \n                    \n            \n    <div class=\"cu-wideimage relative flex items-center justify-center mx-auto px-8 overflow-hidden md:px-16 rounded-xl not-prose  my-6 md:my-12 first:mt-0 bg-opacity-50 bg-cover bg-cu-black-50 pt-24 pb-32 md:pt-28 md:pb-44 lg:pt-36 lg:pb-60 xl:pt-48 xl:pb-72\" style=\"background-image: url(https:\/\/carleton.ca\/news\/wp-content\/uploads\/sites\/162\/forest-fire-pexels-1200x900-1.jpg); background-position: 50% 50%;\">\n\n                    <div class=\"absolute top-0 w-full h-screen\" style=\"background-color:rgba(0,0,0,0.600);\"><\/div>\n        \n        <div class=\"relative z-[2] max-w-4xl w-full flex flex-col items-center gap-2 cu-wideimage-image cu-zero-first-last\">\n            <header class=\"mx-auto mb-6 text-center text-white cu-pageheader cu-component-updated cu-pageheader--center md:mb-12\">\n\n                                    <h1 class=\"cu-prose-first-last font-semibold mb-2 text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] cu-pageheader--center text-center mx-auto after:left-px\">\n                        Predicting and planning for forest fires requires modelling of many complex, interrelated factors\n                    <\/h1>\n                \n                            <\/header>\n        <\/div>\n\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"absolute bottom-0 w-full z-[1]\" fill=\"none\" viewbox=\"0 0 1280 312\">\n                <path fill=\"#fff\" d=\"M26.412 315.608c-.602-.268-6.655-2.412-13.524-4.769a1943.84 1943.84 0 0 1-14.682-5.144l-2.276-.858v-5.358c0-4.876.086-5.358.773-5.09 1.674.643 21.38 5.84 34.646 9.109 14.682 3.59 28.935 6.858 45.936 10.449l9.874 2.089H57.322c-16.4 0-30.31-.16-30.91-.428ZM460.019 315.233c42.974-10.074 75.602-19.88 132.443-39.867 76.16-26.791 152.063-57.709 222.385-90.663 16.7-7.823 21.336-10.074 44.262-21.273 85.004-41.688 134.719-64.193 195.291-88.413 66.55-26.577 145.2-53.584 194.27-66.765C1258.5 5.626 1281.34 0 1282.24 0c.17 0 .34 27.596.34 61.3v61.299l-2.23.375c-84.7 13.718-165.93 35.955-310.736 84.931-46.494 15.753-65.427 22.076-96.166 32.15-9.102 3-24.814 8.198-34.989 11.574-107.543 35.954-153.008 50.422-196.626 62.639l-6.74 1.876-89.126-.054c-78.135-.054-88.782-.161-85.948-.857ZM729.628 312.875c33.229-10.985 69.248-23.523 127.506-44.207 118.705-42.223 164.596-57.709 217.446-73.302 2.62-.75 8.29-2.465 12.67-3.751 56.19-16.772 126.94-33.597 184.17-43.671 5.07-.91 9.66-1.768 10.22-1.875l.94-.161v170.236l-281.28-.054H719.968l9.66-3.215ZM246.864 313.411c-65.041-2.251-143.047-12.11-208.432-26.256-18.375-3.965-41.73-9.538-42.202-10.074-.171-.214-.257-21.38-.214-47.046l.129-46.618 6.654 3.697c57.313 32.043 118.491 56.531 197.699 79.143 40.313 11.521 83.459 18.058 138.669 21.059 15.584.857 65.685.857 81.14 0 33.744-1.876 61.306-4.93 88.396-9.806 6.396-1.126 11.634-1.983 11.722-1.929.255.375-20.48 7.769-30.999 11.038-28.592 8.948-59.288 15.646-91.873 20.147-26.36 3.59-50.015 5.627-78.35 6.698-15.584.59-55.209.59-72.339-.053Z\"><\/path>\n                <path fill=\"#fff\" d=\"M-3.066 295.067 32.06 304.1v9.033H-3.066v-18.066Z\"><\/path>\n            <\/svg>\n            <\/div>\n\n    \n\n    <\/div>\n<\/section>\n\n<p>This article is <a href=\"https:\/\/theconversation.com\/predicting-and-planning-for-forest-fires-requires-modelling-of-many-complex-interrelated-factors-207185\" target=\"_blank\" rel=\"noopener noreferrer\">republished<\/a> from The Conversation under a Creative Commons licence. All photos provided by <a href=\"https:\/\/theconversation.com\" target=\"_blank\" rel=\"noopener noreferrer\">The Conversation<\/a> from various sources.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n\n\n\n<p>Global warming is here. As anticipated <a href=\"https:\/\/doi.org\/10.1126\/science.aba4496\" target=\"_blank\" rel=\"noopener noreferrer\">for more than 50 years now<\/a>, the temperature and levels of atmospheric CO2 have increased.<\/p>\n\n\n\n<p>Various models were able to <a href=\"https:\/\/www.carbonbrief.org\/analysis-how-well-have-climate-models-projected-global-warming\/\" target=\"_blank\" rel=\"noopener noreferrer\">predict these increases with precision<\/a>, and we are seeing the impact now. One of the main effects of the changes in the atmosphere are <a href=\"https:\/\/climate.nasa.gov\/effects\/\" target=\"_blank\" rel=\"noopener noreferrer\">frequent forest fires<\/a>, which are <a href=\"https:\/\/www.epa.gov\/climate-indicators\/climate-change-indicators-wildfires\" target=\"_blank\" rel=\"noopener noreferrer\">more common globally<\/a> and have affected Canada in the last month.<\/p>\n\n\n\n<h2 id=\"complex-models\" class=\"wp-block-heading\">Complex models<\/h2>\n\n\n\n<p>Mathematical models to predict forest fire behaviours <a href=\"https:\/\/dev.to\/jenciarochi\/the-history-of-wildfire-modeling-5anl\" target=\"_blank\" rel=\"noopener noreferrer\">were first introduced in the 1940s<\/a> and they have been <a href=\"https:\/\/www.fs.usda.gov\/research\/treesearch\/32533\" target=\"_blank\" rel=\"noopener noreferrer\">evolving for decades<\/a>. They consider various aspects and their complex interrelationships: the <a href=\"https:\/\/www.nwcg.gov\/publications\/pms437\/fuels\/surface-fuel-model-descriptions\" target=\"_blank\" rel=\"noopener noreferrer\">type of forest fuel<\/a> (grass, shrub, small trees, large ones), the <a href=\"https:\/\/cwfis.cfs.nrcan.gc.ca\/maps\/fw?type=fwi\" target=\"_blank\" rel=\"noopener noreferrer\">weather<\/a> (wind direction, temperature, humidity), the topology of the terrain, and the <a href=\"https:\/\/www.nps.gov\/articles\/wildfire-causes-and-evaluation.htm\" target=\"_blank\" rel=\"noopener noreferrer\">source of the fire<\/a> (human activity, lightning).<\/p>\n\n\n\n<p>Modelling forest fires and forecasting fire behaviour is a complex endeavour. A model can anticipate the direction and intensity of the fire, and help with evacuation, fire suppression and <a href=\"http:\/\/www.airqualityontario.com\/aqhi\/today.php?sites=51001\" target=\"_blank\" rel=\"noopener noreferrer\">forecast of smoke pollution<\/a>. The models can predict fire spread, which helps protect human life, housing and infrastructure, including crucial utility companies assets.<\/p>\n\n\n\n<p>Mathematical models are important, but in the case of forest fires, we also need to build <a href=\"https:\/\/doi.org\/10.1177\/0037549705052230\" target=\"_blank\" rel=\"noopener noreferrer\">simulation tools to be able to handle the complexity<\/a>. We need to consider the different types of fire fuels in each region, the localized winds within forest fire areas, variations in climate, whether a fire spreads from the crown of the trees or on the ground, and other variations.<\/p>\n\n\n\n<figure class=\"wp-block-image align-center zoomable\"><a href=\"https:\/\/images.theconversation.com\/files\/530615\/original\/file-20230607-5320-vaeo6f.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/images.theconversation.com\/files\/530615\/original\/file-20230607-5320-vaeo6f.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\" alt=\"a line of fire in a meadow\"\/><\/a><figcaption class=\"wp-element-caption\"><span class=\"caption\">Many factors can affect how quickly a fire spreads.<\/span><br>\n<span class=\"attribution\"><span class=\"source\">(Shutterstock)<\/span><\/span><\/figcaption><\/figure>\n\n\n\n<p>Using a computer to build a virtual laboratory for simulations helps with the prediction process in a safe, risk-free and cost-effective fashion. Experiments can be simulated on a computer to inform better decisions in the field, without affecting the environment, people or infrastructure.<\/p>\n\n\n\n<h2 id=\"complex-factors-small-scale\" class=\"wp-block-heading\">Complex factors, small scale<\/h2>\n\n\n\n<p>Our lab \u2014 the <a href=\"https:\/\/arslab.sce.carleton.ca\/\" target=\"_blank\" rel=\"noopener noreferrer\">Advanced Real-Time Simulation<\/a> lab at Carleton University \u2014 has been working on new methodologies for modelling and simulation that improve results at a reduced cost.<\/p>\n\n\n\n<p>We model forest fire behaviour at a microscopic level. This is because models that work on <a href=\"https:\/\/doi.org\/10.4236\/jamp.2022.105122\" target=\"_blank\" rel=\"noopener noreferrer\">macro, or larger, scales<\/a> have some constraints when we want to study the low-level interactions between fire, weather and suppression efforts.<\/p>\n\n\n\n<p>Also, traditional models are harder to interface with Geographical Information Systems (GIS) software applications. We need to be able to interface the models with real-world data coming in real time from a variety of sensors: <a href=\"https:\/\/www.laserfocusworld.com\/test-measurement\/research\/article\/16561557\/forest-fire-finder-uses-avantes-spectrometer\" target=\"_blank\" rel=\"noopener noreferrer\">spectrometers<\/a>, satellites, <a href=\"https:\/\/bc.ctvnews.ca\/b-c-wildfires-infrared-scan-used-to-find-hot-spots-in-out-of-control-blaze-1.6068096\" target=\"_blank\" rel=\"noopener noreferrer\">infrared scanners<\/a>, laser or <a href=\"https:\/\/doi.org\/10.3390\/rs12061000\" target=\"_blank\" rel=\"noopener noreferrer\">3D remote sensing devices<\/a>. Building models that can react to external data needs new methodologies.<\/p>\n\n\n\n<p><iframe loading=\"lazy\" frameborder=\"0\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/nLcQUDKVPHU?wmode=transparent&amp;start=0\" width=\"800\"><\/iframe><\/p>\n\n\n\n<p>Our approach divides <a href=\"https:\/\/doi.org\/10.1177\/0037549717706007\" target=\"_blank\" rel=\"noopener noreferrer\">the geographical space of a fire into small areas<\/a> and calculates the complex phenomena. Many existing methods study the spread of fire by dividing the area of interest <a href=\"https:\/\/doi.org\/10.3390\/f13121974\" target=\"_blank\" rel=\"noopener noreferrer\">using a regular topology<\/a> (for instance, rectangles, squares or triangles over the area of study), but these models are more complex to integrate with GIS, which use polygons of many different shapes. Building <a href=\"https:\/\/doi.org\/10.1016\/j.simpat.2022.102649\" target=\"_blank\" rel=\"noopener noreferrer\">models with irregular topologies<\/a> helps with obtaining more precise results.<\/p>\n\n\n\n<p>These techniques help with creating models that are simpler to understand, test and modify.<\/p>\n\n\n\n<p>Similarly, we need the simulations of such models to run efficiently. We defined new <a href=\"https:\/\/doi.org\/10.1109\/TPDS.2023.3256083\" target=\"_blank\" rel=\"noopener noreferrer\">parallel simulation algorithms<\/a> to generate a larger number of simulations in a shorter period of time, improving the quality of the results.<\/p>\n\n\n\n<p>We also used <a href=\"https:\/\/doi.org\/10.23919\/SpringSim.2019.8732888\" target=\"_blank\" rel=\"noopener noreferrer\">advanced calculation approaches<\/a> that include advancing the simulation time irregularly (when important events are detected), as well as techniques to detect <a href=\"https:\/\/doi.org\/10.1504\/IJSPM.2015.068517\" target=\"_blank\" rel=\"noopener noreferrer\">higher levels of activity in the simulation<\/a>. These techniques allow us to pay more attention to the forest fire sections that need more calculations per second, without computing the equations where they are not needed. This saves simulation time and improves precision of the results.<\/p>\n\n\n\n<h2 id=\"informed-decision-making\" class=\"wp-block-heading\">Informed decision-making<\/h2>\n\n\n\n<p>Numerous government agencies \u2014 such as the <a href=\"https:\/\/ncar.ucar.edu\/wildfires\/behavior-modeling-prediction\" target=\"_blank\" rel=\"noopener noreferrer\">U.S.-based National Center for Atmospheric Research<\/a> \u2014 use various modelling and simulation tools like <a href=\"https:\/\/firesmoke.ca\" target=\"_blank\" rel=\"noopener noreferrer\">FireSmoke<\/a>, <a href=\"https:\/\/cwfis.cfs.nrcan.gc.ca\/background\/summary\/fm3\" target=\"_blank\" rel=\"noopener noreferrer\">Fire M3<\/a> and <a href=\"https:\/\/natural-resources.canada.ca\/our-natural-resources\/forests\/wildland-fires-insects-disturbances\/fire-monitoring-reporting-tool\/13159\" target=\"_blank\" rel=\"noopener noreferrer\">FireMars<\/a>. These tools include web-based support for decision-makers and provide information to the general public.<\/p>\n\n\n\n<p>To improve such tools, advanced research is needed in the field of <a href=\"https:\/\/doi.org\/10.23919\/ANNSIM52504.2021.9552123\" target=\"_blank\" rel=\"noopener noreferrer\">web-based modelling<\/a> and distributed simulation, which allows the software to run in remote sites.<\/p>\n\n\n\n<p><iframe loading=\"lazy\" frameborder=\"0\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/WaPguJ6ssxE?wmode=transparent&amp;start=0\" width=\"800\"><\/iframe><\/p>\n\n\n\n<p>The future of forest fire research includes more sophisticated sensors, new <a href=\"https:\/\/doi.org\/10.1016\/j.engappai.2022.105649\" target=\"_blank\" rel=\"noopener noreferrer\">artificial intelligence predictive methods<\/a>, modelling based on <a href=\"https:\/\/www.unr.edu\/nevada-today\/news\/2022\/forest-fuel-mapping\" target=\"_blank\" rel=\"noopener noreferrer\">Big Data algorithms<\/a> and <a href=\"https:\/\/doi.org\/10.1016\/j.envsoft.2022.105526\" target=\"_blank\" rel=\"noopener noreferrer\">advanced visualization software<\/a> to enhance the decision-making process.<\/p>\n\n\n\n<p>We need to be prepared for <a href=\"https:\/\/public.wmo.int\/en\/media\/news\/number-of-wildfires-forecast-rise-50-2100\" target=\"_blank\" rel=\"noopener noreferrer\">future rounds of forest fires<\/a>, and modelling and simulation can help in this complex effort.<\/p>\n\n\n\n<p>__<br>\n<a href=\"https:\/\/newsroom.carleton.ca\">Carleton Newsroom<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/counter.theconversation.com\/content\/207185\/count.gif?distributor=republish-lightbox-basic\" alt=\"The Conversation\"\/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Global warming is here. As anticipated for more than 50 years now, the temperature and levels of atmospheric CO2 have increased. Various models were able to predict these increases with precision, and we are seeing the impact now. One of the main effects of the changes in the atmosphere are frequent forest fires, which are more common globally and have affected Canada in the last month.<\/p>\n","protected":false},"author":410,"featured_media":88060,"template":"","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"cu_story_type":[1623],"cu_story_tag":[],"class_list":["post-88041","cu_story","type-cu_story","status-publish","has-post-thumbnail","hentry","cu_story_type-expert-perspectives"],"acf":{"cu_post_thumbnail":"blueprint"},"_links":{"self":[{"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story\/88041","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story"}],"about":[{"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/types\/cu_story"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/users\/410"}],"version-history":[{"count":4,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story\/88041\/revisions"}],"predecessor-version":[{"id":88082,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story\/88041\/revisions\/88082"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/media\/88060"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/media?parent=88041"}],"wp:term":[{"taxonomy":"cu_story_type","embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story_type?post=88041"},{"taxonomy":"cu_story_tag","embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story_tag?post=88041"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}