{"id":8,"date":"2024-10-24T18:19:34","date_gmt":"2024-10-24T18:19:34","guid":{"rendered":"https:\/\/dev.www.purdue.edu\/research\/methodsmuri\/?page_id=8"},"modified":"2024-10-28T15:31:26","modified_gmt":"2024-10-28T15:31:26","slug":"home","status":"publish","type":"page","link":"https:\/\/www.purdue.edu\/research\/methodsmuri\/","title":{"rendered":"METHODS MURI | Home"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25px\">\n<div style=\"height:8px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:160px\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"651\" src=\"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/combination-mark-alt-1-01-1-1024x651.png\" alt=\"Official logo of the METHODS MURI project\" class=\"wp-image-9\" style=\"width:200px\" srcset=\"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/combination-mark-alt-1-01-1-1024x651.png 1024w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/combination-mark-alt-1-01-1-300x191.png 300w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/combination-mark-alt-1-01-1-768x489.png 768w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/combination-mark-alt-1-01-1-1536x977.png 1536w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/combination-mark-alt-1-01-1-2048x1303.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20px\">\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:650px\">\n<p class=\"wp-block-paragraph\" style=\"font-size:25px\"><strong>Machine Learning Enabled Two-Phase Flow Metrologies, Models, and Optimized Designs<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:10px\">\n<div style=\"height:2px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:800px\">\n<p class=\"has-text-align-right wp-block-paragraph\" style=\"font-size:25px\"><strong>An Office of Naval Research (ONR) <\/strong><br><strong>Multidisciplinary University Research Initiative (MURI)<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:10px\">\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:200px\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"686\" height=\"323\" src=\"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/ONR_Logo.png\" alt=\"Office of Naval Research Logo\" class=\"wp-image-235\" style=\"width:200px\" srcset=\"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/ONR_Logo.png 686w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/ONR_Logo-300x141.png 300w\" sizes=\"auto, (max-width: 686px) 100vw, 686px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25px\">\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:2%\">\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"font-size:15px;flex-basis:30%\">\n<div class=\"wp-block-buttons has-custom-font-size is-layout-flex wp-container-core-buttons-is-layout-00436373 wp-block-buttons-is-layout-flex\" style=\"font-size:20px\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-steam-gray-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/engineering.purdue.edu\/Engr\">Purdue University<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons has-custom-font-size is-layout-flex wp-container-core-buttons-is-layout-00436373 wp-block-buttons-is-layout-flex\" style=\"font-size:20px\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-steam-gray-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/appliedmath.brown.edu\/\">Brown University<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons has-custom-font-size is-layout-flex wp-container-core-buttons-is-layout-00436373 wp-block-buttons-is-layout-flex\" style=\"font-size:20px\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-steam-gray-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/engineering.case.edu\/\">Case Western Reserve University<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons has-custom-font-size is-layout-flex wp-container-core-buttons-is-layout-00436373 wp-block-buttons-is-layout-flex\" style=\"font-size:20px\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-steam-gray-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/coe.gatech.edu\/\">Georgia Institute of Technology<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons has-custom-font-size is-layout-flex wp-container-core-buttons-is-layout-00436373 wp-block-buttons-is-layout-flex\" style=\"font-size:20px\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link has-black-color has-steam-gray-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/engineering.msu.edu\/\">Michigan State University<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25px\">\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:90%\">\n<p class=\"wp-block-paragraph\" style=\"font-size:20px\">The METHODS (Machine learning Enabled Two-pHase flow metrologies, models, and Optimized DesignS) program brings together a team of experts from five&nbsp;universities in a multidisciplinary convergence of liquid-vapor phase change transport modeling domain knowledge, advanced fluid physics metrology, and emerging physics-informed (PhI) machine learning (ML) and computer vision techniques.  Funded by the Office of Naval Research (ONR) Multidisciplinary University Research Initiative (MURI), the METHODS MURI seeks to leverage PhI ML approaches to enhance fundamental understanding and develop an end-to-end framework (comprising metrology development, data interpretation, model discovery and training) to enable generalized prediction of phase change during two-phase flows.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-63375db1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size\" style=\"font-size:20px\"><a class=\"wp-block-button__link has-black-color has-boiler-gold-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/engineering.purdue.edu\/ME\/News\/2024\/73-million-award-to-create-new-measurements-and-models-for-boiling-heat-transfer-using-machine-learning\" style=\"border-radius:5px\">Purdue University PRESS RELEASE<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size\" style=\"font-size:20px\"><a class=\"wp-block-button__link has-black-color has-boiler-gold-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/www.me.gatech.edu\/news\/research-team-awarded-73-million-machine-learning-assisted-development-high-fidelity-two-phase\" style=\"border-radius:5px\">Georgia Tech Press Release<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25px\">\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"3132\" height=\"220\" src=\"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner.png\" alt=\"Official logos for Purdue University, Brown University, Case Western Reserve University, Georgia Tech, Michigan State University, and the Office of Naval Research\" class=\"wp-image-10\" style=\"width:1000px\" srcset=\"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner.png 3132w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner-300x21.png 300w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner-1024x72.png 1024w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner-768x54.png 768w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner-1536x108.png 1536w, https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-content\/uploads\/2024\/10\/School-Logos-Bottom-Banner-2048x144.png 2048w\" sizes=\"auto, (max-width: 3132px) 100vw, 3132px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning Enabled Two-Phase Flow Metrologies, Models, and Optimized Designs An Office of Naval Research (ONR) Multidisciplinary University Research Initiative (MURI) The METHODS (Machine learning Enabled Two-pHase flow metrologies, models, and Optimized DesignS) program brings together a team of experts<\/p>\n","protected":false},"author":2,"featured_media":9,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-8","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/pages\/8","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/comments?post=8"}],"version-history":[{"count":196,"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/pages\/8\/revisions"}],"predecessor-version":[{"id":321,"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/pages\/8\/revisions\/321"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/media\/9"}],"wp:attachment":[{"href":"https:\/\/www.purdue.edu\/research\/methodsmuri\/wp-json\/wp\/v2\/media?parent=8"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}