{"id":20414,"date":"2020-06-04T09:51:44","date_gmt":"2020-06-04T13:51:44","guid":{"rendered":"https:\/\/www.bu.edu\/hic\/?p=20414"},"modified":"2020-06-04T13:28:00","modified_gmt":"2020-06-04T17:28:00","slug":"multi-scale-modeling-of-complex-interfaces-aided-by-machine-learning","status":"publish","type":"post","link":"https:\/\/www.bu.edu\/hic\/2020\/06\/04\/multi-scale-modeling-of-complex-interfaces-aided-by-machine-learning\/","title":{"rendered":"Multi-scale Modeling of Complex Interfaces Aided by Machine Learning"},"content":{"rendered":"<h4><\/h4>\n<h4><img loading=\"lazy\" src=\"\/hic\/files\/2020\/06\/electric-fields.jpg\" alt=\"\" width=\"720\" height=\"405\" class=\"aligncenter wp-image-20415\" \/><\/h4>\n<h4>SPRING 2020 RESEARCH INCUBATION AWARDEES<\/h4>\n<p><strong>PI:\u00a0<\/strong><a href=\"https:\/\/www.bu.edu\/eng\/profile\/emily-ryan-ph-d\/\">Emily M. Ryan<\/a>, Assistant Professor, Mechanical Engineering, ENG<br \/>\n<strong>Co-PIs:<\/strong> <a href=\"https:\/\/www.bu.edu\/hic\/profile\/sahar-sharifzadeh\/\">Sahar Sharifzadeh<\/a>, Assistant Professor, Electrical &amp; Computer Engineering and Materials Science &amp; Engineering, ENG. <a href=\"https:\/\/www.bu.edu\/hic\/profile\/brian-kulis\/\">Brian Kulis<\/a>, Assistant Professor, Electrical &amp; Computer Engineering, ENG<br \/>\n<strong>Track:<\/strong><span>\u00a0Hariri Institute for Computing<\/span><\/p>\n<hr \/>\n<figure id=\"attachment20417\" aria-describedby=\"caption-attachment20417\" style=\"width: 210px\" class=\"wp-caption alignright\"><img loading=\"lazy\" src=\"\/hic\/files\/2020\/06\/Ryan_Emily.jpg\" alt=\"\" width=\"200\" height=\"200\" class=\"wp-image-20417\" srcset=\"https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Ryan_Emily.jpg 455w, https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Ryan_Emily-150x150.jpg 150w, https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Ryan_Emily-189x189.jpg 189w, https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Ryan_Emily-100x100.jpg 100w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><figcaption id=\"caption-attachment20417\" class=\"wp-caption-text\">Emily Ryan<\/figcaption><\/figure>\n<p class=\"p1\"><b>What is the Challenge?<br \/>\n<\/b><span data-preserver-spaces=\"true\"> To investigate the complex interfaces in material systems and create a multi-scale modeling framework by studying interfaces in the presence of an electric field. This includes resolving the critical chemical-physical processes that occur at complex interfaces in materials systems that would allow a better understanding of the fundamental physics at the interface and the design of improved material systems.\u00a0<\/span><\/p>\n<figure id=\"attachment10585\" aria-describedby=\"caption-attachment10585\" style=\"width: 210px\" class=\"wp-caption alignright\"><img loading=\"lazy\" src=\"\/hic\/files\/2016\/12\/Sahar2-527x636.jpg\" alt=\"\" width=\"200\" height=\"241\" class=\"wp-image-10585\" srcset=\"https:\/\/www.bu.edu\/hic\/files\/2016\/12\/Sahar2-527x636.jpg 527w, https:\/\/www.bu.edu\/hic\/files\/2016\/12\/Sahar2-849x1024.jpg 849w, https:\/\/www.bu.edu\/hic\/files\/2016\/12\/Sahar2-768x926.jpg 768w, https:\/\/www.bu.edu\/hic\/files\/2016\/12\/Sahar2-1274x1536.jpg 1274w, https:\/\/www.bu.edu\/hic\/files\/2016\/12\/Sahar2-1698x2048.jpg 1698w, https:\/\/www.bu.edu\/hic\/files\/2016\/12\/Sahar2.jpg 2000w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><figcaption id=\"caption-attachment10585\" class=\"wp-caption-text\">Sahar Sharifzadeh<\/figcaption><\/figure>\n<p><strong><span data-preserver-spaces=\"true\">What is the Solution?<br \/>\n<\/span><\/strong><span data-preserver-spaces=\"true\">Emily M. Ryan investigates complex interfaces in material systems. Co-PIs Ryan and Sharifzadeh are experts in materials science and computational modeling of complex systems at the meso- and micro-scales. Co-PI Kulis is an expert in state-of-the-art machine learning techniques and stochastic modeling of rare events. Together they will create a multi-scale modeling framework to study interfaces in the presence of an electric field. Resolving the critical chemical-physical processes that occur at complex interfaces in materials systems will allow a better understanding of the fundamental physics at the interface and the design of improved material systems.\u00a0<\/span><\/p>\n<figure id=\"attachment20419\" aria-describedby=\"caption-attachment20419\" style=\"width: 210px\" class=\"wp-caption alignright\"><img loading=\"lazy\" src=\"\/hic\/files\/2020\/06\/Kulis-Brian.jpg\" alt=\"\" width=\"200\" height=\"201\" class=\"wp-image-20419\" srcset=\"https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Kulis-Brian.jpg 320w, https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Kulis-Brian-150x150.jpg 150w, https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Kulis-Brian-189x189.jpg 189w, https:\/\/www.bu.edu\/hic\/files\/2020\/06\/Kulis-Brian-100x100.jpg 100w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><figcaption id=\"caption-attachment20419\" class=\"wp-caption-text\">Brian Kulis<\/figcaption><\/figure>\n<p><strong><span data-preserver-spaces=\"true\">What is the Process?<br \/>\n<\/span><\/strong><span data-preserver-spaces=\"true\">Ab initio modeling would be used to understand how heterogeneities on a surface affect the surface energies and free energies, which would inform mesoscale modeling of the interfacial region to study how these heterogeneities affect the functionality of the interface when taking local mass and charge transport near the interface into account. Machine learning principles would couple the ab initio atomic scale to the meso-scale using physically informed machine learning models developed for sparse data.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SPRING 2020 RESEARCH INCUBATION AWARDEES PI:\u00a0Emily M. Ryan, Assistant Professor, Mechanical Engineering, ENG Co-PIs: Sahar Sharifzadeh, Assistant Professor, Electrical &amp; Computer Engineering and Materials Science &amp; Engineering, ENG. Brian Kulis, Assistant Professor, Electrical &amp; Computer Engineering, ENG Track:\u00a0Hariri Institute for Computing What is the Challenge? To investigate the complex interfaces in material systems and create [&hellip;]<\/p>\n","protected":false},"author":8550,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[11733,11732],"tags":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/posts\/20414"}],"collection":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/users\/8550"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/comments?post=20414"}],"version-history":[{"count":6,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/posts\/20414\/revisions"}],"predecessor-version":[{"id":20446,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/posts\/20414\/revisions\/20446"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/media?parent=20414"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/categories?post=20414"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/tags?post=20414"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}