{"id":562951,"date":"2019-01-02T08:19:12","date_gmt":"2019-01-02T12:19:12","guid":{"rendered":"http:\/\/spaceweekly.com\/?guid=bceb6445e2269aba6255dab6f0c87c96"},"modified":"2019-01-02T08:19:12","modified_gmt":"2019-01-02T12:19:12","slug":"machine-learning-speeds-up-atomistic-simulations-of-water-and-ice","status":"publish","type":"post","link":"https:\/\/spaceweekly.com\/?p=562951","title":{"rendered":"Machine learning speeds up atomistic simulations of water and ice"},"content":{"rendered":"<p>Why is water densest at around 4 degrees Celsius? Why does ice float? Why does heavy water have a different melting point compared to normal water? Why do snowflakes have a six-fold symmetry? A collaborative study of researchers from the \u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, the University of G\u00f6ttingen and the University of Vienna and just published in the Proceedings of the National Academy of Sciences of the USA, provides physical insights into these questions by marrying data-driven machine learning techniques and quantum mechanics.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Why is water densest at around 4 degrees Celsius? Why does ice float? Why does heavy water have a different melting point compared to normal water? Why do snowflakes have a six-fold symmetry? A collaborative study of researchers from the &Eacute;cole Polytechnique F&eacute;d&eacute;rale de Lausanne, the University of G&ouml;ttingen and the University of Vienna and just published in the Proceedings of the National Academy of Sciences of the USA, provides physical insights into these questions by marrying data-driven machine learning techniques and quantum mechanics.<\/p>\n","protected":false},"author":0,"featured_media":615444,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-562951","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/spaceweekly.com\/index.php?rest_route=\/wp\/v2\/posts\/562951","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spaceweekly.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spaceweekly.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/spaceweekly.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=562951"}],"version-history":[{"count":1,"href":"https:\/\/spaceweekly.com\/index.php?rest_route=\/wp\/v2\/posts\/562951\/revisions"}],"predecessor-version":[{"id":562952,"href":"https:\/\/spaceweekly.com\/index.php?rest_route=\/wp\/v2\/posts\/562951\/revisions\/562952"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/spaceweekly.com\/index.php?rest_route=\/wp\/v2\/media\/615444"}],"wp:attachment":[{"href":"https:\/\/spaceweekly.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=562951"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spaceweekly.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=562951"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spaceweekly.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=562951"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}