{"id":157,"date":"2025-07-28T10:26:33","date_gmt":"2025-07-28T15:26:33","guid":{"rendered":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/?page_id=157"},"modified":"2025-07-29T12:17:23","modified_gmt":"2025-07-29T17:17:23","slug":"research","status":"publish","type":"page","link":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p><strong>Research areas:&nbsp;<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Statistical modeling and predictive analysis (digital twins) of industrial and engineering systems<\/li>\n\n\n\n<li>Degradation modeling, diagnosis, and prognosis<\/li>\n\n\n\n<li>Deep learning for generative design in advanced manufacturing<\/li>\n\n\n\n<li>Engineering-informed machine learning<\/li>\n<\/ol>\n\n\n\n<p><strong>Funded projects:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Model-Agnostic Strategies to Align AI with Real-World Operational Goals in Predictive Maintenance<\/strong>\n<ul class=\"wp-block-list\">\n<li>PI, National Science Foundation, 09\/01\/2025 \u2013 8\/31\/2028<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>CAIG: ECHO: Environmental Context-aware geoHazard mOnitoring AI for Sinkhole Precursor Detection<\/strong>\n<ul class=\"wp-block-list\">\n<li>PI, National Science Foundation, 09\/01\/2025 \u2013 8\/31\/2028<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>CLIMA: Collaborative Research: Multistable Organic Structural Systems (MOSS)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Co-PI, National Science Foundation, 01\/01\/2025 \u2013 12\/31\/2027<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Interpretable Dynamic Eye-tracking Analytics via Pattern Based Learning (IDEA-PBL)<\/strong>\n<ul class=\"wp-block-list\">\n<li>PI, ISE-HWCOE Research Thrust Pilot Program, University of Florida, 01\/01\/2023 \u2013 12\/31\/2023<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Exploiting Spatiotemporal Energy Arbitrage for Electric Vehicle Battery Swap Stations with Faithful Battery Degradation Modeling<\/strong>\n<ul class=\"wp-block-list\">\n<li>Co-PI, ISE-HWCOE Research Thrust Pilot Program, University of Florida, 01\/01\/2023 \u2013 12\/31\/2023<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Research areas:&nbsp; Funded projects:<\/p>\n","protected":false},"author":1199,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/page-sidebar-none.php","meta":{"_acf_changed":false,"inline_featured_image":false,"featured_post":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-157","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/pages\/157","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/users\/1199"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/comments?post=157"}],"version-history":[{"count":6,"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/pages\/157\/revisions"}],"predecessor-version":[{"id":191,"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/pages\/157\/revisions\/191"}],"wp:attachment":[{"href":"https:\/\/faculty.eng.ufl.edu\/minhee-kim\/wp-json\/wp\/v2\/media?parent=157"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}