{"id":13590,"date":"2023-01-01T00:00:00","date_gmt":"2023-01-01T08:00:00","guid":{"rendered":"https:\/\/www.hmc.edu\/clinic\/?p=13590"},"modified":"2023-05-15T09:29:24","modified_gmt":"2023-05-15T16:29:24","slug":"generalized-deployable-insolation-forecasts","status":"publish","type":"post","link":"https:\/\/www.hmc.edu\/clinic\/2023\/generalized-deployable-insolation-forecasts\/","title":{"rendered":"Generalized, Deployable, Insolation Forecasts"},"content":{"rendered":"<h2 class=\"project-sponsor-dept-year\"><span class=\"project-sponsor\">Clean Power Research<\/span> <span class=\"project-dept-year\">Computer Science, 2022\u201323<\/span><\/h2>\n<div class=\"project-team\">\n<p><strong>Liaison(s):<\/strong> Thomas Haley POM \u201902, Alex Kubiniec<br \/>\n<strong>Advisor(s):<\/strong> Julie Medero<br \/>\n<strong>Students(s):<\/strong> Kendah Abughararh, Max Hui (PM-S), Malia Morgan (PM-F), Hallie Seay<\/p>\n<\/div>\n<div class=\"project-abstract\">\n<p>Solar utilities rely on accurate sunlight forecasts to determine how much power they will produce on a given day. Clean Power Research provides these forecasts, but existing methods take too much time and computation to forecast for a given location immediately. To explore machine learning solutions, our Clinic team constructed a pipeline to retrieve and transform data, train predictive models and evaluate their performance. We used this to investigate new data sources and the viability of two different machine learning approaches.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Clean Power Research Computer Science, 2022\u201323 Liaison(s): Thomas Haley POM \u201902, Alex Kubiniec Advisor(s): Julie Medero Students(s): Kendah Abughararh, Max [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[140],"tags":[691],"class_list":["post-13590","post","type-post","status-publish","format-standard","hentry","category-computer-science","tag-clean-power-research"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/13590","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/comments?post=13590"}],"version-history":[{"count":1,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/13590\/revisions"}],"predecessor-version":[{"id":13654,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/13590\/revisions\/13654"}],"wp:attachment":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/media?parent=13590"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/categories?post=13590"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/tags?post=13590"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}