{"id":199551,"date":"2026-03-26T23:45:00","date_gmt":"2026-03-27T03:45:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/03\/26\/combined-machine-learning-3d-physics-based-approach-for-building-damage-evaluation-the-case-of-laquila-2009\/"},"modified":"2026-03-27T00:10:14","modified_gmt":"2026-03-27T04:10:14","slug":"combined-machine-learning-3d-physics-based-approach-for-building-damage-evaluation-the-case-of-laquila-2009","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/03\/26\/combined-machine-learning-3d-physics-based-approach-for-building-damage-evaluation-the-case-of-laquila-2009\/","title":{"rendered":"Combined machine learning &#8211; 3D physics based approach for building damage evaluation: the case of L\u2019Aquila 2009"},"content":{"rendered":"<p><a href=\"https:\/\/www.nature.com\/articles\/s41598-026-45377-5\">Combined machine learning &#8211; 3D physics based approach for building damage evaluation: the case of L\u2019Aquila 2009<\/a><\/p>\n<p><a href=\"https:\/\/www.nature.com\/articles\/s41598-026-45377-5\">https:\/\/www.nature.com\/articles\/s41598-026-45377-5<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-03-26 23:45:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.nature.com\">www.nature.com<\/a><\/p>\n<ul>\n<li>The integration of artificial intelligence (AI) and machine learning (ML) techniques in geoscience and earthquake engineering is reviewed extensively.<\/li>\n<li>Key advancements include the application of AI for rapid classification and assessment of earthquake damage to buildings through various machine learning models.<\/li>\n<li>The use of physics-based simulations and empirical methods to predict seismic fragility and generate ground motion models has been significantly enhanced through AI.<\/li>\n<li>Multiple case studies highlight the utilization of ML in analyzing the impact and damage from significant earthquakes, such as the L\u2019Aquila and Amatrice earthquakes in Italy.<\/li>\n<li>Advances in data collection, processing, and the creation of databases like ShakeMaps and DInSAR measurements are facilitated by AI to better understand seismic events and their effects.<\/li>\n<li>Challenges remain in accurately predicting and mitigating seismic hazards, which necessitates continued innovation and integration of AI in the field.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Combined machine learning &#8211; 3D physics based approach for building damage evaluation: the case of&#8230;<\/p>\n","protected":false},"author":1,"featured_media":199552,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.springernature.com\/m685\/springer-static\/image\/art%3A10.1038%2Fs41598-026-45377-5\/MediaObjects\/41598_2026_45377_Fig7_HTML.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20],"class_list":["post-199551","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/199551"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=199551"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/199551\/revisions"}],"predecessor-version":[{"id":199553,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/199551\/revisions\/199553"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/199552"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=199551"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=199551"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=199551"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}