{"id":2395,"date":"2022-06-29T15:13:53","date_gmt":"2022-06-29T15:13:53","guid":{"rendered":"http:\/\/bushfire.hieresearch.org\/?page_id=2395"},"modified":"2022-10-05T14:04:46","modified_gmt":"2022-10-05T14:04:46","slug":"physics-aware-machine-learning-for-data-driven-fire-risk-prediction-3","status":"publish","type":"page","link":"https:\/\/bushfire.hieresearch.org\/index.php\/physics-aware-machine-learning-for-data-driven-fire-risk-prediction-3\/","title":{"rendered":"Physics-aware machine learning for data-driven fire risk prediction"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2395\" class=\"elementor elementor-2395\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f1fbaaa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f1fbaaa\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-db4fe5a\" data-id=\"db4fe5a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0c9535b elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"0c9535b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong>Physics-aware machine learning for data-driven fire risk prediction<\/strong><\/h3><p><strong>Funding period: <\/strong>2022-2024<\/p><p><strong>Funding agency: <\/strong>Australian Research Council Discovery Program<\/p><p><strong>Project leader, researchers and collaborators: <\/strong>Prof\u00a0Matthias Boer (Lead); Dr Grant Williamson (UTAS), Dr Rachael Nolan, Prof Paul Hurley, Prof David Bowman (UTAS) and Em Prof Ross Bradstock<\/p><p><strong>Project summary:\u00a0<\/strong>The 2019\/20 Australian fire season was unprecedented in its extent, impact, and the response of fire agencies. In this project, we aim to answer the question: was the scale of these fires driven by known drivers of fire (drought, weather, fuels and ignitions), or were fundamentally new undescribed processes and phenomena involved? We will accomplish this by developing an innovative, physics-aware machine learning model of fire risk and spread, trained and validated on a two-decade satellite fire record. The predictive ability of the model will be tested on the 2019\/20 fire season to determine if novel drivers of fire can be identified, and the model itself will be operationalised into a novel short-to-mid term fire risk prediction tool.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6d6e208\" data-id=\"6d6e208\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a7fd5cb elementor-invisible elementor-widget elementor-widget-image\" data-id=\"a7fd5cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"652\" height=\"631\" src=\"https:\/\/bushfire.hieresearch.org\/wp-content\/uploads\/2022\/05\/Physics-awaresmall.jpg\" class=\"attachment-large size-large wp-image-2147\" alt=\"\" srcset=\"https:\/\/bushfire.hieresearch.org\/wp-content\/uploads\/2022\/05\/Physics-awaresmall.jpg 652w, https:\/\/bushfire.hieresearch.org\/wp-content\/uploads\/2022\/05\/Physics-awaresmall-300x290.jpg 300w\" sizes=\"(max-width: 652px) 100vw, 652px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Physics-aware machine learning for data-driven fire risk prediction Funding period: 2022-2024 Funding agency: Australian Research Council Discovery Program Project leader, researchers and collaborators: Prof\u00a0Matthias Boer (Lead); Dr Grant Williamson (UTAS), Dr Rachael Nolan, Prof Paul Hurley, Prof David Bowman (UTAS) and Em Prof Ross Bradstock Project summary:\u00a0The 2019\/20 Australian fire season was unprecedented in its&hellip;&nbsp;<a href=\"https:\/\/bushfire.hieresearch.org\/index.php\/physics-aware-machine-learning-for-data-driven-fire-risk-prediction-3\/\" rel=\"bookmark\">Read More &raquo;<span class=\"screen-reader-text\">Physics-aware machine learning for data-driven fire risk prediction<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/template-pagebuilder-full-width.php","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","neve_meta_reading_time":"","footnotes":""},"class_list":["post-2395","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/pages\/2395","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/comments?post=2395"}],"version-history":[{"count":21,"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/pages\/2395\/revisions"}],"predecessor-version":[{"id":4331,"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/pages\/2395\/revisions\/4331"}],"wp:attachment":[{"href":"https:\/\/bushfire.hieresearch.org\/index.php\/wp-json\/wp\/v2\/media?parent=2395"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}