{"id":204852,"date":"2025-01-29T13:07:28","date_gmt":"2025-01-29T19:07:28","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/01\/machine-learning-designs-materials-as-strong-as-steel-and-as-light-as-foam"},"modified":"2025-01-29T13:07:28","modified_gmt":"2025-01-29T19:07:28","slug":"machine-learning-designs-materials-as-strong-as-steel-and-as-light-as-foam","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/01\/machine-learning-designs-materials-as-strong-as-steel-and-as-light-as-foam","title":{"rendered":"Machine Learning Designs Materials As Strong As Steel and As Light As Foam"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/machine-learning-designs-materials-as-strong-as-steel-and-as-light-as-foam.jpg\"><\/a><\/p>\n<p>To design their improved materials, Serles and Filleter worked with Professor Seunghwa Ryu and PhD student Jinwook Yeo at the Korea Advanced Institute of Science &amp; Technology (KAIST) in Daejeon, South Korea. This partnership was initiated through U of T\u2019s International Doctoral Clusters program, which supports doctoral training through research engagement with international collaborators.<\/p>\n<p>The KAIST team employed the multi-objective Bayesian optimization machine learning algorithm. This algorithm learned from simulated geometries to predict the best possible geometries for enhancing stress distribution and improving the strength-to-weight ratio of nano-architected designs.<\/p>\n<p>Serles then used a two-photon polymerization 3D printer housed in the <a href=\"https:\/\/craftmicrofluidics.ca\/\" target=\"_blank\"> Centre for Research and Application in Fluidic Technologies (CRAFT)<\/a> to create prototypes for experimental validation. This additive manufacturing technology enables 3D printing at the micro and nano scale, creating optimized carbon nanolattices.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>To design their improved materials, Serles and Filleter worked with Professor Seunghwa Ryu and PhD student Jinwook Yeo at the Korea Advanced Institute of Science &amp; Technology (KAIST) in Daejeon, South Korea. This partnership was initiated through U of T\u2019s International Doctoral Clusters program, which supports doctoral training through research engagement with international collaborators. The [\u2026]<\/p>\n","protected":false},"author":599,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1489,41,4,6],"tags":[],"class_list":["post-204852","post","type-post","status-publish","format-standard","hentry","category-3d-printing","category-information-science","category-nanotechnology","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/204852","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/599"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=204852"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/204852\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=204852"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=204852"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=204852"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}