{"id":42689,"date":"2026-04-08T16:24:32","date_gmt":"2026-04-08T20:24:32","guid":{"rendered":"https:\/\/www.eng.ufl.edu\/news\/?p=42689"},"modified":"2026-04-09T09:20:31","modified_gmt":"2026-04-09T13:20:31","slug":"uf-researchers-creating-ai-models-to-detect-sinkhole-trouble","status":"publish","type":"post","link":"https:\/\/www.eng.ufl.edu\/news\/ise\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\/","title":{"rendered":"UF researchers creating AI models to detect sinkhole trouble"},"content":{"rendered":"\n<p>Researchers at the University of Florida \u2014 the flagship state university for the sinkhole capital of the nation \u2014 are developing artificial intelligence models to pinpoint early signs of sinkholes before they appear.<\/p>\n\n\n\n<p>\u201cI&#8217;m always looking for real-world problems,\u201d said Minhee Kim, Ph.D., an assistant professor with the Department of Industrial and Systems Engineering, known as ISE. \u201cWe&#8217;re engineers, so we are always thinking, \u2018What kind of new problem can we solve using data?\u2019 And one of the more promising and relatively unexplored research areas is geomatics.\u201d<\/p>\n\n\n\n<p>Considered the bridge between earth science and engineering, geomatics refers to the application of geospatial technologies \u2014 satellite imagery, GPS and LiDAR (which measures distances to create 3D maps) \u2014 to collect and analyze geological data. But Kim and her team seek to expand those models to glean additional data to identify areas that are at risk of sinkholes.<\/p>\n\n\n\n<p>The stakes are high.<\/p>\n\n\n\n<p>Florida is prone to sinkholes because of the soluble bedrock \u2014 mostly limestone \u2014 under its surface. Rainwater dissolves it over time, creating underground cavities that, coupled with drought and other harsh conditions, cause the land to collapse.<\/p>\n\n\n\n<p><a href=\"https:\/\/news.ufl.edu\/2026\/04\/sink-hole-study\/\" type=\"link\" id=\"https:\/\/news.ufl.edu\/2026\/04\/sink-hole-study\/\" target=\"_blank\" rel=\"noreferrer noopener\">Reed full story on UF News.<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>UF researchers are developing AI models that combine satellite imagery, soil data and weather patterns to detect early indicators of sinkholes and improve risk prediction across Florida.<\/p>\n","protected":false},"author":2592,"featured_media":42691,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-templates\/single-sidebar-none.php","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"featured_post":"off","footnotes":"","_links_to":"","_links_to_target":""},"categories":[19,61,57],"tags":[517],"class_list":["post-42689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ise","category-research-innovation","category-stories","tag-minhee-kim"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>UF researchers creating AI models to detect sinkhole trouble - News from Herbert Wertheim College of Engineering<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.eng.ufl.edu\/news\/ise\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"UF researchers creating AI models to detect sinkhole trouble - News from Herbert Wertheim College of Engineering\" \/>\n<meta property=\"og:description\" content=\"UF researchers are developing AI models that combine satellite imagery, soil data and weather patterns to detect early indicators of sinkholes and improve risk prediction across Florida.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.eng.ufl.edu\/news\/ise\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\/\" \/>\n<meta property=\"og:site_name\" content=\"News from Herbert Wertheim College of Engineering\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UFWertheim\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-08T20:24:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-09T13:20:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.eng.ufl.edu\/news\/wp-content\/uploads\/sites\/249\/2026\/04\/AdobeStock_Sinkhole-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2000\" \/>\n\t<meta property=\"og:image:height\" content=\"1143\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Tehranipoor,Maryam\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ufwertheim\" \/>\n<meta name=\"twitter:site\" content=\"@ufwertheim\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tehranipoor,Maryam\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/ise\\\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/ise\\\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\\\/\"},\"author\":{\"name\":\"Tehranipoor,Maryam\",\"@id\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/#\\\/schema\\\/person\\\/78c848a15749ce5dfed2e25822445bc4\"},\"headline\":\"UF researchers creating AI models to detect sinkhole trouble\",\"datePublished\":\"2026-04-08T20:24:32+00:00\",\"dateModified\":\"2026-04-09T13:20:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/ise\\\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\\\/\"},\"wordCount\":200,\"publisher\":{\"@id\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/ise\\\/uf-researchers-creating-ai-models-to-detect-sinkhole-trouble\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.eng.ufl.edu\\\/news\\\/wp-content\\\/uploads\\\/sites\\\/249\\\/2026\\\/04\\\/AdobeStock_Sinkhole-1.jpg\",\"keywords\":[\"Minhee Kim\"],\"articleSection\":[\"Department of Industrial and Systems Engineering\",\"Research &amp; 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