{"id":891,"date":"2022-04-25T16:31:23","date_gmt":"2022-04-25T23:31:23","guid":{"rendered":"https:\/\/faculty.engineering.asu.edu\/hong\/?page_id=891"},"modified":"2023-05-08T11:21:26","modified_gmt":"2023-05-08T18:21:26","slug":"bulk-modulus-predictor","status":"publish","type":"page","link":"https:\/\/faculty.engineering.asu.edu\/hong\/bulk-modulus-predictor\/","title":{"rendered":"Bulk Modulus predictor"},"content":{"rendered":"<div class=\"wp-bootstrap-blocks-container container mb-2\">\n\t\n<div class=\"wp-bootstrap-blocks-row row\">\n\t\n\n<div class=\"col-12 col-md-10\">\n\t\t\t\n<div class=\"wp-bootstrap-blocks-container container mb-2\">\n\t\n<script>\nvar 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             <\/form>\n                        <\/div>\n<\/div>\n\n\n\n<p>Cite this model: <\/p>\n<p>Qi-Jun Hong, A melting temperature database and a neural network model for melting temperature prediction, arXiv, 2021. <a href=\"https:\/\/arxiv.org\/abs\/2110.10748\"> Download<\/a>. <\/p>\n<p>Qi-Jun Hong, Sergey V Ushakov, Axel van de Walle, and Alexandra Navrotsky, Melting temperature prediction using a graph neural network model: From ancient minerals to new materials, PNAS, 2022. <a href=\"https:\/\/doi.org\/10.1073\/pnas.2209630119\"> Download<\/a>. <\/p>\n\n\n\n<p>This model is currently deployed on Microsoft Azure and the Research Computing facilities at ASU. Due to network limit, computation may take up to 10 seconds.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><h2>Metrics<\/h2><\/p>\n\n\n\n<p>R2 training score:  0.86<\/p>\n<p>R2  testing score:  0.80<\/p>\n<p>Root mean square error, training:  28GPa<\/p>\n<p>Root mean square error,  testing:  33GPa<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><h2> About this model <\/h2><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"540\" src=\"https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2021\/09\/GNN_arch-1500x540.jpg\" alt=\"\" class=\"wp-image-760\" srcset=\"https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2021\/09\/GNN_arch-1500x540.jpg 1500w, https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2021\/09\/GNN_arch-500x180.jpg 500w, https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2021\/09\/GNN_arch-1000x360.jpg 1000w, https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2021\/09\/GNN_arch-1536x553.jpg 1536w, https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2021\/09\/GNN_arch-2048x737.jpg 2048w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/><figcaption class=\"wp-element-caption\">This model is based on Graph Neural Network (GNN) and Residual Neural Network (ResNet).<\/figcaption><\/figure>\n\n\t<\/div>\n\n\n\n<div class=\"col-12\">\n\t\t\t\n\n<p class=\"wp-block-paragraph\"><h2>Video Introduction<\/h2><\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"1120\" style=\"aspect-ratio: 1920 \/ 1120;\" width=\"1920\" controls src=\"https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/uploads\/sites\/65\/2022\/03\/GMT20220310-041327_Recording_1920x1120_3.mp4\"><\/video><\/figure>\n\n\t<\/div>\n\n<\/div>\n\n<\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":149,"featured_media":0,"parent":0,"menu_order":22,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-891","page","type-page","status-publish","hentry"],"uds_featured_image":null,"acf":[],"_links":{"self":[{"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/pages\/891","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/users\/149"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/comments?post=891"}],"version-history":[{"count":0,"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/pages\/891\/revisions"}],"wp:attachment":[{"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/media?parent=891"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}