{"id":65158,"date":"2020-03-26T12:21:55","date_gmt":"2020-03-26T16:21:55","guid":{"rendered":"https:\/\/newsroom.carleton.ca\/?post_type=cu_story&#038;p=65158"},"modified":"2025-08-19T09:37:23","modified_gmt":"2025-08-19T13:37:23","slug":"new-simulations-predict-future-pandemics","status":"publish","type":"cu_story","link":"https:\/\/carleton.ca\/news\/story\/new-simulations-predict-future-pandemics\/","title":{"rendered":"Coronavirus: How new simulations can predict the spread of future pandemics"},"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\/coversation-coronavirus-pandemic-1200w-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                        Coronavirus: How new simulations can predict the spread of future pandemics\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>Pandemics are not new. We have historical records on the effects of pandemics <a href=\"https:\/\/www.msn.com\/en-us\/health\/medical\/countdown-20-of-the-worst-epidemics-and-pandemics-in-history\/ar-BB11tz5G\" target=\"_blank\" rel=\"noopener noreferrer\">dating from as early as 3000 BC<\/a>. Between 1348 and 1350, the <a href=\"https:\/\/www.jstor.org\/stable\/24936021\" target=\"_blank\" rel=\"noopener noreferrer\">Black Death killed a quarter of the population in Europe<\/a>. A century later, European diseases killed large numbers of <a href=\"https:\/\/doi.org\/10.1080\/0043824032000111416\" target=\"_blank\" rel=\"noopener noreferrer\">Indigenous people in what is now known as Canada<\/a> and <a href=\"https:\/\/unmpress.com\/books\/pest-land\/9780826328717\" target=\"_blank\" rel=\"noopener noreferrer\">the rest of the Americas<\/a>.<\/p>\n\n\n\n<p>The 1918 <a href=\"https:\/\/wwwnc.cdc.gov\/eid\/article\/12\/1\/05-0979_article\" target=\"_blank\" rel=\"noopener noreferrer\">Spanish flu<\/a> caused around 50 million deaths worldwide. Since then, we have suffered deadly outbreaks of <a href=\"https:\/\/doi.org\/10.1128\/9781555819170.ch16\" target=\"_blank\" rel=\"noopener noreferrer\">smallpox<\/a>, <a href=\"https:\/\/cmr.asm.org\/content\/29\/3\/449.short\" target=\"_blank\" rel=\"noopener noreferrer\">pertussis<\/a>, <a href=\"https:\/\/doi.org\/10.1016\/S0140-6736(10)60667-8\" target=\"_blank\" rel=\"noopener noreferrer\">Ebola<\/a>, <a href=\"https:\/\/doi.org\/10.1136\/bmj.327.7427.1342\" target=\"_blank\" rel=\"noopener noreferrer\">SARS<\/a>, <a href=\"http:\/\/doi.org\/10.1128\/CMR.00037-06\" target=\"_blank\" rel=\"noopener noreferrer\">Avian flu<\/a> and many others.<\/p>\n\n\n\n<p>Although natural observations and social experiments allow us to study past diseases and their patterns, this is not enough to prevent future crises. To efficiently predict the spread of a disease, there is a clear and urgent need for new tools and methodologies that can easily assimilate possible factors, such as weather patterns and human behaviour. <\/p>\n\n\n\n<p>If we could provide clear predictions on which social behaviours would affect the spread of a certain disease, <a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3551347\" target=\"_blank\" rel=\"noopener noreferrer\">policy-makers would be in a better position<\/a> to develop improved pandemic response plans. Researchers are <a href=\"https:\/\/www.theguardian.com\/world\/2020\/mar\/18\/neil-ferguson-coronavirus-expert-who-is-working-on-despite-symptoms\" target=\"_blank\" rel=\"noopener noreferrer\">building new prediction models<\/a> and running simulations to study <a href=\"https:\/\/news.wttw.com\/2017\/04\/25\/doomsday-squad-argonne-national-laboratory-prepares-chaos\" target=\"_blank\" rel=\"noopener noreferrer\">how to deal with the current outbreak<\/a>.<\/p>\n\n\n\n<p>Our research group has defined new methods and <a href=\"http:\/\/cell-devs.sce.carleton.ca\/publications\/2017\/KW17\/\" target=\"_blank\" rel=\"noopener noreferrer\">distributed simulation techniques to study different aspects of the spread of disease<\/a>. Our research also studied <a href=\"https:\/\/doi.org\/10.1145\/3200921.3200922\" target=\"_blank\" rel=\"noopener noreferrer\">diffusion processes based on social interactions<\/a>, like those happening during epidemics. <\/p>\n\n\n\n<h2 id=\"new-viral-outbreaks\" class=\"wp-block-heading\">New viral outbreaks<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>We are currently dealing with a pandemic caused by <a href=\"https:\/\/www.who.int\/health-topics\/coronavirus\" target=\"_blank\" rel=\"noopener noreferrer\">SARS-CoV-2, a new coronavirus<\/a>. The <a href=\"https:\/\/experience.arcgis.com\/experience\/685d0ace521648f8a5beeeee1b9125cd\" target=\"_blank\" rel=\"noopener noreferrer\">latest figures for confirmed cases and deaths<\/a> point out that we were not prepared to deal with contagion rate and severity of this virus. Decision makers cannot wait until real data from new diseases are available to start planning. <a href=\"https:\/\/apps.who.int\/gpmb\/assets\/annual_report\/GPMB_annualreport_2019.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Recent research confirms that these outbreaks will keep on happening<\/a>, so what can we do to be prepared for the next (inevitable) outbreak?<\/p>\n\n\n\n<figure>\n            <iframe loading=\"lazy\" width=\"688\" height=\"407\" src=\"https:\/\/www.youtube.com\/embed\/9mT0zFR9us8?wmode=transparent&amp;start=0\" frameborder=\"0\" allowfullscreen=\"\"><\/iframe><figcaption><span class=\"caption\">The World Health Organization declares COVD-19 a pandemic.<\/span><\/figcaption><\/figure>\n\n\n\n<h2 id=\"simulating-futures\" class=\"wp-block-heading\">Simulating futures<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>Modelling and simulation methodologies can pave the way to improve future response plans. A model is a representation of the real world using mathematical equations. A simulation executes models using a computer to reproduce multiple cases over a period of time. Modelling and simulation, augmented with data from previous social events and diseases, can be effective prediction tools. <\/p>\n\n\n\n<p>A recent popular article in the <em>Washington Post<\/em> <a href=\"https:\/\/www.washingtonpost.com\/graphics\/2020\/world\/corona-simulator\/\" target=\"_blank\" rel=\"noopener noreferrer\">shows a simulation about the effects of isolation in the spread of COVID-19<\/a>. This is a simple model useful for education and understanding the consequences of policies, but models used for prediction are much more complex.<\/p>\n\n\n\n<p>There are numerous methodologies for modelling and simulation. Methods that use <a href=\"https:\/\/doi.org\/10.1201\/9781315218731\" target=\"_blank\" rel=\"noopener noreferrer\">sound mathematical theories<\/a> produce higher quality and more efficient predictions. <\/p>\n\n\n\n<p>Epidemiologists and other experts build models, and then work together with computer simulation experts to test their hypotheses. These models need to be easy to understand and update. Experts need to modify models easily to include factors that may change the evolution of an outbreak (for instance, environmental and social conditions). <\/p>\n\n\n\n<p>The simulations should run quickly and efficiently, as we need to conduct a large number of different simulation experiments to obtain meaningful results. These results can help decision makers to make better choices and affect policy accordingly.<\/p>\n\n\n\n<p>For epidemics, one can start with historical data from previous outbreaks, but as soon as new data is obtained, we must update the models and execute a large number of new simulations efficiently.<\/p>\n\n\n\n<h2 id=\"predicting-outbreaks\" class=\"wp-block-heading\">Predicting outbreaks<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>Our research group designed <a href=\"https:\/\/arslab.sce.carleton.ca\/wp-content\/uploads\/2020\/03\/SocialModels.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">mathematical modelling and simulation tools<\/a> for the visualization and analysis of complex social systems where the overall behaviour should study the individuals as well as their interactions. The methods improve the quality of the models and the speed of the simulations by separating how individuals and their interactions are modelled. <\/p>\n\n\n\n<figure>\n            <iframe loading=\"lazy\" width=\"688\" height=\"407\" src=\"https:\/\/www.youtube.com\/embed\/dHN4fJktso0?wmode=transparent&amp;start=0\" frameborder=\"0\" allowfullscreen=\"\"><\/iframe><figcaption><span class=\"caption\">A video representing the spread of avian flu; this simulation was prepared by the Advanced Real-Time Simulation Laboratory at Carleton University.<\/span><\/figcaption><\/figure>\n\n\n\n<p>Take this simulation of H5N1, a form of avian flu and a highly contagious viral disease that spreads among poultry and other species. Our methods provide a complete solution to model, simulate and visualize the disease, and a mechanism to include diverse factors that may contribute to the outbreak outcomes. <\/p>\n\n\n\n<p>One example of those factors include <a href=\"https:\/\/www.youtube.com\/watch?v=BgrTehJAeVI\" target=\"_blank\" rel=\"noopener noreferrer\">the introduction of quarantine zones<\/a>. Other factors are the ability of a community to combat the infection, the probability of becoming infected based on the distance to an infected individual or the effects of vaccination. Our methods allow the modelling of complex behaviour related to the passage of time easily, including adjusting for weather, variation in incubation periods of viruses, etc.<\/p>\n\n\n\n<h2 id=\"expanding-communication\" class=\"wp-block-heading\">Expanding communication<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>Another important aspect for modelling and simulation during a pandemic is global collaboration between experts. Having models and simulations available globally permits sharing resources and working collaboratively. By making tools accessible online, researchers can execute the simulations on remote powerful computers when available and then <a href=\"https:\/\/simulationeverywhere.github.io\/CD-WebViewer-2.0\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\">visualize the results in personal devices to facilitate analysis and experimentation<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image align-center\"><img decoding=\"async\" src=\"https:\/\/images.theconversation.com\/files\/322042\/original\/file-20200320-22602-tkzwu7.png?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\" alt=\"How new simulations can predict the spread of future pandemics\"\/><figcaption class=\"wp-element-caption\">\n              <span class=\"caption\">Integration of GIS, simulation and mobile devices.<\/span><br>\n              <span class=\"attribution\"><span class=\"source\">(ARS Lab)<\/span>, <span class=\"license\">Author provided<\/span><\/span><br>\n            <\/figcaption><\/figure>\n\n\n\n<p>A mix of web services and geographical information systems help these share models with other people and study the results of simulations. Uploading models onto the cloud provides access through a variety of internet-connected devices (e.g. mobile phones, tablets, laptops). <\/p>\n\n\n\n<p>Policy makers can study simulation results without installing complex software and epidemiologists can use and share resources. Results can be retrieved by modeller\u2019s software engineers, scientists and policy makers for further analysis and improvements.<\/p>\n\n\n\n<p>Simulation models can provide key insights for future pandemic response plans. These predictions will be a powerful tool in the attempt to inform the public and reduce casualties.<\/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>This article is republished from <a href=\"https:\/\/theconversation.com\/institutions\/carleton-university-900\" target=\"_blank\" rel=\"noopener noreferrer\">The Conversation<\/a> under a Creative Commons license. Carleton University is a member of this unique digital journalism platform that launched in June 2017 to boost visibility of Canada\u2019s academic faculty and researchers. Interested in writing a piece? Please contact <a href=\"mailto:steven.reid3@carleton.ca\">Steven Reid<\/a> or <a href=\"https:\/\/theconversation.com\/become-an-author\" target=\"_blank\" rel=\"noopener noreferrer\">sign up to become an author<\/a>.<\/p>\n\n\n\n<p><em>All photos provided by The Conversation from various sources.<\/em><\/p>\n\n\n\n<p>&#8212;<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\/134217\/count.gif?distributor=republish-lightbox-basic\" alt=\"The Conversation\"\/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pandemics are not new. We have historical records on the effects of pandemics dating from as early as 3000 BC. Between 1348 and 1350, the Black Death killed a quarter of the population in Europe. A century later, European diseases killed large numbers of Indigenous people in what is now known as Canada and the [&hellip;]<\/p>\n","protected":false},"author":410,"featured_media":65159,"template":"","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"cu_story_type":[1623],"cu_story_tag":[],"class_list":["post-65158","cu_story","type-cu_story","status-publish","has-post-thumbnail","hentry","cu_story_type-expert-perspectives"],"acf":{"cu_post_thumbnail":false},"_links":{"self":[{"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story\/65158","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":3,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story\/65158\/revisions"}],"predecessor-version":[{"id":65162,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story\/65158\/revisions\/65162"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/media\/65159"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/media?parent=65158"}],"wp:term":[{"taxonomy":"cu_story_type","embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story_type?post=65158"},{"taxonomy":"cu_story_tag","embeddable":true,"href":"https:\/\/carleton.ca\/news\/wp-json\/wp\/v2\/cu_story_tag?post=65158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}