{"id":660,"date":"2025-06-30T12:58:19","date_gmt":"2025-06-30T16:58:19","guid":{"rendered":"https:\/\/carleton.ca\/apex\/?p=660"},"modified":"2025-06-30T12:58:19","modified_gmt":"2025-06-30T16:58:19","slug":"hydropower-prediction-using-a-new-physics-informed-neural-network","status":"publish","type":"post","link":"https:\/\/carleton.ca\/apex\/2025\/hydropower-prediction-using-a-new-physics-informed-neural-network\/","title":{"rendered":"Hydropower prediction using a new Physics-informed neural network"},"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-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        Hydropower prediction using a new Physics-informed neural network\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<p>In conjunction with the Marine Renewable Energy Technology group at Natural Resources Canada, and the Ocean, Coastal and River Engineering group at the National Research Council, a team of researchers in the APEX lab, including post-doctoral research fellow Carlos Prieto, undergraduate researcher Mohammed Abusalih and Professor Schell, developed a new method for hydropower prediction using only remotely-sensed data \u2013 an improvement over time-intensive and costly field campaigns to gather in-situ flow data. Their method was recently published in\u00a0<a href=\"https:\/\/pubs.aip.org\/aip\/pof\">Physics of Fluids<\/a>, entitled \u201cPhysics-Informed Neural Network for Open Channel Flow Velocity Prediction\u201d.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In conjunction with the Marine Renewable Energy Technology group at Natural Resources Canada, and the Ocean, Coastal and River Engineering group at the National Research Council, a team of researchers in the APEX lab, including post-doctoral research fellow Carlos Prieto, undergraduate researcher Mohammed Abusalih and Professor Schell, developed a new method for hydropower prediction using [&hellip;]<\/p>\n","protected":false},"author":287,"featured_media":661,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[22,27],"tags":[44,47,48,64,63],"class_list":["post-660","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-research","tag-energy-engineering","tag-fluid-mechanics","tag-hydrokinetic-energy","tag-machine-learning","tag-remote-sensing"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/posts\/660","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/users\/287"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/comments?post=660"}],"version-history":[{"count":1,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/posts\/660\/revisions"}],"predecessor-version":[{"id":663,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/posts\/660\/revisions\/663"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/media\/661"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/media?parent=660"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/categories?post=660"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/carleton.ca\/apex\/wp-json\/wp\/v2\/tags?post=660"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}