{"id":941,"date":"2022-07-06T20:56:07","date_gmt":"2022-07-07T03:56:07","guid":{"rendered":"https:\/\/faculty.engineering.asu.edu\/hong\/?page_id=941"},"modified":"2023-05-08T11:21:49","modified_gmt":"2023-05-08T18:21:49","slug":"melting-temperature-predictor-version-2-1","status":"publish","type":"page","link":"https:\/\/faculty.engineering.asu.edu\/hong\/melting-temperature-predictor-version-2-1\/","title":{"rendered":"Melting Temperature Predictor Version 2.1"},"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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or HfC_0.93<\/div><\/div><\/div><\/div>\n        <div class='gform-footer gform_footer top_label'> <input type='submit' id='gform_submit_button_5' class='gform_button button' onclick='gform.submission.handleButtonClick(this);' data-submission-type='submit' value='Compute'  \/> \n            <input type='hidden' class='gform_hidden' name='gform_submission_method' data-js='gform_submission_method_5' value='postback' \/>\n            <input type='hidden' class='gform_hidden' name='gform_theme' data-js='gform_theme_5' id='gform_theme_5' value='gravity-theme' \/>\n            <input type='hidden' class='gform_hidden' name='gform_style_settings' data-js='gform_style_settings_5' id='gform_style_settings_5' value='[]' \/>\n            <input type='hidden' class='gform_hidden' name='is_submit_5' value='1' \/>\n            <input type='hidden' class='gform_hidden' name='gform_submit' value='5' \/>\n            \n            <input type='hidden' class='gform_hidden' name='gform_currency' 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the scroll by 50 milliseconds to fix a bug in chrome *\/  }, 50 );if(window['gformInitDatepicker']) {gformInitDatepicker();}if(window['gformInitPriceFields']) {gformInitPriceFields();}var current_page = jQuery('#gform_source_page_number_5').val();gformInitSpinner( 5, 'https:\/\/faculty.engineering.asu.edu\/hong\/wp-content\/plugins\/gravityforms\/images\/spinner.svg', true );jQuery(document).trigger('gform_page_loaded', [5, current_page]);window['gf_submitting_5'] = false;}else if(!is_redirect){var confirmation_content = jQuery(this).contents().find('.GF_AJAX_POSTBACK').html();if(!confirmation_content){confirmation_content = contents;}jQuery('#gform_wrapper_5').replaceWith(confirmation_content);jQuery(document).trigger('gform_confirmation_loaded', [5]);window['gf_submitting_5'] = false;wp.a11y.speak(jQuery('#gform_confirmation_message_5').text());}else{jQuery('#gform_5').append(contents);if(window['gformRedirect']) {gformRedirect();}}jQuery(document).trigger(\"gform_pre_post_render\", 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debounce( func, wait, immediate ) {            var timeout;            return function() {                var context = this, args = arguments;                var later = function() {                    timeout = null;                    if ( !immediate ) func.apply( context, args );                };                var callNow = immediate && !timeout;                clearTimeout( timeout );                timeout = setTimeout( later, wait );                if ( callNow ) func.apply( context, args );            };        }        const debouncedTriggerPostRender = debounce( function() {            triggerPostRender();        }, 200 );        if ( visibilityTestDiv && visibilityTestDiv.offsetParent === null ) {            const observer = new MutationObserver( ( mutations ) => {                mutations.forEach( ( mutation ) => {                    if ( mutation.type === 'attributes' && visibilityTestDiv.offsetParent !== null ) {                        debouncedTriggerPostRender();      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facilities at ASU. Due to network limit, computation may take up to 10 seconds.<\/p>\n\n\n\n<p><h2>Metrics<\/h2><\/p>\n\n\n\n<p>R2 training score:  0.993<\/p>\n<p>R2  testing score:  0.97<\/p>\n<p>Root mean square error, training:  64K<\/p>\n<p>Root mean square error,  testing:  113K<\/p>\n\n\n\n<p><h2>What is new<\/h2><\/p>\n\n\n\n<p>Version 2.1: increase number of elements from 4 to 6. high entropy alloys!<\/p>\n<p>Version 2: add uncertainty. ensemble of 30 deep learning models.<\/p>\n<p>Version 1: melting temperature. GNN model.<\/p>\n\n\n\n<p><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\n\n<p><\/p>\n\n\t<\/div>\n\n\n\n<div class=\"col-12\">\n\t\t\t\n\n<p><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":17,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-941","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\/941","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=941"}],"version-history":[{"count":0,"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/pages\/941\/revisions"}],"wp:attachment":[{"href":"https:\/\/faculty.engineering.asu.edu\/hong\/wp-json\/wp\/v2\/media?parent=941"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}