{"id":16071,"date":"2020-12-17T14:47:53","date_gmt":"2020-12-17T19:47:53","guid":{"rendered":"https:\/\/edx.netl.doe.gov\/smart\/?p=16071"},"modified":"2024-02-28T10:16:19","modified_gmt":"2024-02-28T15:16:19","slug":"using-physics-informed-machine-learning-for-reservoir-pressure-management","status":"publish","type":"post","link":"https:\/\/edx.netl.doe.gov\/sites\/smart\/using-physics-informed-machine-learning-for-reservoir-pressure-management\/","title":{"rendered":"SMART develops new PIML framework for pressure management"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"--awb-bg-size:cover;--awb-margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\"><div class=\"fusion-text fusion-text-1\"><p>SMART has developed a Physics-Informed Machine Learning (PIML) framework to control reservoir pressures by determining extraction rates during injection operations given arbitrary reservoir conditions. Relevant information can be portrayed as part of a dashboard to help manage storage reservoir operations.<\/p>\n<\/div><div class=\"fusion-video fusion-selfhosted-video\" style=\"max-width:100%;\"><div class=\"video-wrapper\"><video playsinline=\"true\" width=\"100%\" style=\"object-fit: cover;\" autoplay=\"true\" muted=\"true\" loop=\"true\" preload=\"auto\"><source src=\"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-content\/uploads\/2021\/01\/multitheisdp_1well-Dylan-Harp.mp4\" type=\"video\/mp4\">Sorry, your browser doesn&#039;t support embedded videos.<\/video><\/div><\/div><div class=\"fusion-text fusion-text-2\"><div class=\"fusion-text fusion-text-2\"><\/div>\n<h5 style=\"text-align: center;\">Animation of PIML framework learning to determine extraction rates to manage reservoir pressures.<\/h5>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":16072,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-16071","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/posts\/16071","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/comments?post=16071"}],"version-history":[{"count":8,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/posts\/16071\/revisions"}],"predecessor-version":[{"id":16465,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/posts\/16071\/revisions\/16465"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/media\/16072"}],"wp:attachment":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/media?parent=16071"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/categories?post=16071"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/smart\/wp-json\/wp\/v2\/tags?post=16071"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}