{"id":17943,"date":"2024-06-14T14:12:31","date_gmt":"2024-06-14T14:12:31","guid":{"rendered":"https:\/\/edx.netl.doe.gov\/sites\/sami\/?page_id=17943"},"modified":"2024-10-18T14:47:41","modified_gmt":"2024-10-18T14:47:41","slug":"accomplishments","status":"publish","type":"page","link":"https:\/\/edx.netl.doe.gov\/sites\/sami\/accomplishments\/","title":{"rendered":"Accomplishments"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"17943\" class=\"elementor elementor-17943\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a600f72 e-con-full e-flex e-con e-parent\" data-id=\"a600f72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c5ac56 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"6c5ac56\" data-element_type=\"widget\" data-e-type=\"widget\" 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style=\"text-align:center;--awb-margin-top:0%;--awb-margin-right:0%;--awb-margin-bottom:0%;--awb-margin-left:0%;--awb-max-width:130px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);--awb-filter:opacity(100%);--awb-filter-transition:filter 0.3s ease;--awb-filter-hover:opacity(60%);\"><div class=\"imageframe-align-center\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\" style=\"border-radius:5px;\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/edx.netl.doe.gov\" target=\"_blank\" aria-label=\"EDX Logo\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" width=\"130\" height=\"53\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2021\/02\/EDX-53h.png\" alt class=\"img-responsive wp-image-16350\"\/><\/a><\/span><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d1c7bf9 e-flex e-con-boxed e-con e-parent\" data-id=\"d1c7bf9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a99e20f elementor-widget elementor-widget-text-editor\" data-id=\"a99e20f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h1>NETL AI\/ML Research<\/h1>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d81929 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asp_checkboxes_filter_box asp_filter_id_2 asp_filter_n_1\"><legend>Filter by Research Areas<\/legend><div class='research-areas_filter_box categoryfilter asp_sett_scroll'><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"234\" class=\"asp_researchareas_checkbox\" aria-label=\"Data Visualization and Uncertainty Quantification\" name=\"termset[research-areas][]\" id=\"2_1termset_234\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Data Visualization and Uncertainty Quantification <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"283\" 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tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"235\" class=\"asp_researchproject_checkbox\" aria-label=\"CFD for Advanced Reactor Design\" name=\"termset[research-project][]\" id=\"2_1termset_235\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> CFD for Advanced Reactor Design <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"288\" class=\"asp_researchproject_checkbox\" aria-label=\"Computer Vision\" name=\"termset[research-project][]\" id=\"2_1termset_288\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Computer Vision <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" 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class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Natural Gas Infrastructure <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"284\" class=\"asp_researchproject_checkbox\" aria-label=\"Polymers for Gas Separation\" name=\"termset[research-project][]\" id=\"2_1termset_284\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Polymers for Gas Separation <\/div><\/div><\/div><\/fieldset><fieldset data-asp_invalid_msg=\"This field is required!\" class=\"asp_filter_tax asp_filter_tax_post_tag asp_checkboxes_filter_box asp_filter_id_4 asp_filter_n_3\"><legend>Filter by keywords<\/legend><div class='post_tag_filter_box categoryfilter asp_sett_scroll'><div class=\"asp_option_cat asp_option asp_option 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asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"221\" class=\"asp_posttag_checkbox\" aria-label=\"Data Mining\" name=\"post_tag_set[]\" id=\"2_1termset_221\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Data Mining <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"143\" class=\"asp_posttag_checkbox\" aria-label=\"Deep Learning\" name=\"post_tag_set[]\" id=\"2_1termset_143\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Deep Learning <\/div><\/div><div class=\"asp_option_cat asp_option 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asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"223\" class=\"asp_posttag_checkbox\" aria-label=\"Generative Adversarial Neural Network\" name=\"post_tag_set[]\" id=\"2_1termset_223\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Generative Adversarial Neural Network <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"135\" class=\"asp_posttag_checkbox\" aria-label=\"Geospatial\" name=\"post_tag_set[]\" id=\"2_1termset_135\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Geospatial 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Learning <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"218\" class=\"asp_posttag_checkbox\" aria-label=\"Multivariate Data\" name=\"post_tag_set[]\" id=\"2_1termset_218\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Multivariate Data <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"285\" class=\"asp_posttag_checkbox\" aria-label=\"Polymers\" name=\"post_tag_set[]\" id=\"2_1termset_285\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Polymers 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class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"141\" class=\"asp_posttag_checkbox\" aria-label=\"Supervised Learning\" name=\"post_tag_set[]\" id=\"2_1termset_141\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Supervised Learning <\/div><\/div><div class=\"asp_option_cat asp_option asp_option asp_option_cat_level-0\" data-lvl=\"0\" role=\"checkbox\" aria-checked=\"true\" asp_cat_parent=\"0\" tabindex=\"0\"><div class=\"asp_option_inner\"><input type=\"checkbox\" value=\"145\" class=\"asp_posttag_checkbox\" aria-label=\"Wafer-Scale Engine\" name=\"post_tag_set[]\" id=\"2_1termset_145\" data-origvalue=\"1\" checked=\"checked\"\/><div class=\"asp_option_checkbox\"><\/div><\/div><div class=\"asp_option_label\"> Wafer-Scale Engine 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Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1610\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1610\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Big Data, Foundational Data, and AI Solutions <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1610\" class=\"elementor-element elementor-element-3b70c19 e-flex e-con-boxed e-con e-child\" data-id=\"3b70c19\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f17dd97 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"f17dd97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"253222295\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-2532222951\" data-tab-title-id=\"e-n-tab-title-2532222951\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-2532222951\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tCFD for Advanced Reactor Design\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-2532222952\" data-tab-title-id=\"e-n-tab-title-2532222952\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-2532222952\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tConvolutional Neural Networks\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-2532222953\" 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5;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tPolymers for Gas Separation\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1610 e-n-tab-title-2532222951\" id=\"e-n-tab-content-2532222951\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-db01f9d e-flex e-con-boxed e-con e-child\" data-id=\"db01f9d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-013be89 elementor-widget elementor-widget-posts\" data-id=\"013be89\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17936 post type-post status-publish format-standard hentry category-data-visualization-and-uncertainty-quantification category-materials-modeling category-multi-flow-modeling category-research-product category-tools tag-artificial-intelligence tag-wafer-scale-engine research-areas-data-visualization-and-uncertainty-quantification research-areas-materials-modeling research-areas-multi-flow-modeling research-project-cfd-for-advanced-reactor-design topic-area-big-data-foundational-data-and-ai-solutions\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wafer-scale-engine-field-equation-application-programming-interface-wfa\/\" >\n\t\t\t\tWafer-scale engine Field equation Application programming interface (WFA)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-17936 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-17936 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-17936 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-17936 .elementor-element.elementor-element-aa64dad img{box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17936\" class=\"elementor elementor-17936\" data-elementor-post-type=\"post\">\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1610\" class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Cutting-Edge, advanced AI computing &amp;\u00a0<\/b><b>m<\/b><b>odeling,<\/b><b>\u00a0accelerating solutions to<\/b><b>\u00a0real world challenges<\/b><\/p><ul><li>The NETL-developed\u00a0<a href=\"https:\/\/www.netl.doe.gov\/node\/12621\">WFA programming interface\u00a0<\/a>for the wafer-scale engine allows researchers to tackle tough computational problems including materials,\u00a0<a href=\"https:\/\/www.netl.doe.gov\/node\/11884\">climate modeling<\/a>, single-phase computational fluid dynamics, molecular dynamics, and\u00a0<a href=\"https:\/\/www.netl.doe.gov\/node\/11718\">AI-accelerated<\/a>\u00a0scientific computing.<\/li><li>The wafer-scale engine has demonstrated solving the Rayleigh-Benard (R-B) natural convection problem up to 470x faster than traditional HPC with\u00a0<b>3 orders of magnitude\u00a0<\/b>less energy usage and emissions.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa64dad elementor-widget elementor-widget-image\" data-id=\"aa64dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"WFA\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc5MzcsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDVcL1dGQS5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-1024x576.jpg\" class=\"attachment-large size-large wp-image-17937\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-200x113.jpg 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-300x169.jpg 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-400x225.jpg 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-600x338.jpg 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-768x432.jpg 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-800x450.jpg 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-1024x576.jpg 1024w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-1200x675.jpg 1200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA-1536x865.jpg 1536w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/WFA.jpg 1654w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1610 e-n-tab-title-2532222952\" id=\"e-n-tab-content-2532222952\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-4325fdc e-flex e-con-boxed e-con e-child\" data-id=\"4325fdc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce73527 elementor-widget elementor-widget-posts\" data-id=\"ce73527\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18460 post type-post status-publish format-standard hentry category-tools tag-artificial-intelligence tag-deep-learning tag-subsurface research-areas-geo-data-science research-areas-risk-assessment research-areas-subsurface-modeling research-project-convolutional-neural-networks topic-area-big-data-foundational-data-and-ai-solutions\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/subsurface-trend-analysis-sta-method-and-tool\/\" >\n\t\t\t\tSubsurface Trend Analysis (STA) Method and Tool\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-18460 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-18460 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-18460 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-18460 .elementor-element.elementor-element-aa64dad img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18460\" class=\"elementor elementor-18460\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Enhancing knowledge discovery from unstructured data using a deep learning approach to support subsurface modeling predictions<\/b><\/p><ul><li>NETL advanced the subsurface trend analysis (STA) workflow with an AI-informed image segmentation\/embedding model.\u00a0<\/li><li>The STA method was created to be a <b><i>foundational <\/i><\/b>technology, capable of assisting any subsurface predictive need.<\/li><li>The <a href=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/fdata.2023.1227189\/full\" target=\"_blank\" rel=\"noopener\">image embedding tool <\/a>uses convolutional neural networks (CNNs) to:<ul><li>Extract images from unstructured data<\/li><li>Categorically label the images<\/li><li>Create a repository for geologic domain postulation<\/li><\/ul><\/li><li>A case\u00a0study on\u00a0data available for the Gulf of Mexico shows the STA\u00a0image embedding tool extracts and accurately labels images with <b>90% to 95% precision.<\/b><\/li><li>The <u><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/subsurface-trend-analysis-2d-tool\" target=\"_blank\" rel=\"noopener\">STA 2D Tool<\/a><\/u> is available on NETL\u2019s Energy Data eXchange\u00ae (<u><a href=\"https:\/\/edx.netl.doe.gov\/?__no_cache__=True\" target=\"_blank\" rel=\"noopener\">EDX<\/a><\/u>).<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa64dad elementor-widget elementor-widget-image\" data-id=\"aa64dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Subsurface Trend Analysis (STA) Method and Tool\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0NjIsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL3N0YS13b3JrZmxvdy5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"668\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1024x668.png\" class=\"attachment-large size-large wp-image-18462\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-200x130.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-300x196.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-400x261.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-600x391.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-768x501.png 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-800x522.png 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1024x668.png 1024w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1200x783.png 1200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1536x1002.png 1536w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow.png 1613w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1610 e-n-tab-title-2532222953\" id=\"e-n-tab-content-2532222953\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-649b51d e-flex e-con-boxed e-con e-child\" data-id=\"649b51d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f490c0 elementor-widget elementor-widget-posts\" data-id=\"3f490c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17926 post type-post status-publish format-standard hentry category-geo-data-science category-rd-data-management-virtualization category-research-product category-subsurface-modeling category-tools tag-data-mining tag-federated-ai-ml tag-simulations research-areas-geo-data-science research-areas-rd-data-management-virtualization research-areas-subsurface-modeling research-project-critical-minerals topic-area-big-data-foundational-data-and-ai-solutions topic-area-resources-and-materials\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/urc-resource-assessment-method-tool\/\" >\n\t\t\t\tURC Resource Assessment Method\/Tool\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-17926 .elementor-element.elementor-element-68b775e{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-17926 .elementor-element.elementor-element-f5f71c1{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-17926 .elementor-element.elementor-element-f5f71c1.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-17926 .elementor-element.elementor-element-c9edd21 img{box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17926\" class=\"elementor elementor-17926\" data-elementor-post-type=\"post\">\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1610\" class=\"elementor-element elementor-element-68b775e e-flex e-con-boxed e-con e-parent\" data-id=\"68b775e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5f71c1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"f5f71c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Federated-AI modeling for improving Natural Resource Assessments<\/b><\/p><ul><li>NETL\u2019s geologic resource assessment\u00a0<b><a href=\"https:\/\/jpt.spe.org\/exploring-the-unexpected-an-ai-model-uncovers-rare-earth-elements\">AI Model\u00a0<\/a><\/b>helped uncover\u00a0<b>the largest unconventional deposit of magnetic rare earth elements (REE) in the U.S.<\/b><\/li><li><b>The AI model\u00a0<\/b>was tested at a coal mine in Wyoming\u2019s Powder River Basin and revealed the\u00a0<b>largest unconventional deposit of magnetic REEs discovered in the US.\u00a0<\/b><ul><li><a href=\"https:\/\/www.wsj.com\/story\/he-bought-an-old-coal-mine-for-2-million-it-could-be-worth-37-billion-eca25b9a\">Featured in the Wall Street Journal\u00a0\u2013\u00a0<\/a><a href=\"https:\/\/www.wsj.com\/story\/he-bought-an-old-coal-mine-for-2-million-it-could-be-worth-37-billion-eca25b9a\">WSJ<\/a><\/li><li>Also featured in energy trade journal,\u00a0<i>JPT<\/i><\/li><\/ul><\/li><li>In the last year, NETL has released\u00a0<b><a href=\"https:\/\/netl.doe.gov\/node\/12703\">five, peer-reviewed, data-driven products\u00a0<\/a><\/b>that help characterize unconventional critical minerals, all developed in support of SAMI.<\/li><\/ul><p>Expanded use for Groundwater, Carbon Storage, H2, hydrocarbons, geothermal and more.<\/p><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/ree-and-coal-open-geodatabase\">Try the database here<\/a><strong>.<\/strong><\/p><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/method-assessing-unconventional-rare-earth-element-resources\">Read more about the URC Method Here<\/a><b>.<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9edd21 elementor-widget elementor-widget-image\" data-id=\"c9edd21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"URC Resource Assessment Method_Tool\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc5MjcsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDVcL1VSQy1SZXNvdXJjZS1Bc3Nlc3NtZW50LU1ldGhvZF9Ub29sLmpwZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"747\" height=\"585\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool.jpg\" class=\"attachment-large size-large wp-image-17927\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-200x157.jpg 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-300x235.jpg 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-400x313.jpg 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-600x470.jpg 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool.jpg 747w\" sizes=\"auto, (max-width: 747px) 100vw, 747px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1610 e-n-tab-title-2532222954\" id=\"e-n-tab-content-2532222954\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-ff87ff5 e-con-full e-flex e-con e-child\" data-id=\"ff87ff5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0cf3a6c elementor-widget elementor-widget-posts\" data-id=\"0cf3a6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17921 post type-post status-publish format-standard hentry category-geo-data-science category-rd-data-management-virtualization category-research-product tag-geospatial tag-machine-learning tag-multivariate-data tag-reinforcement-learning research-areas-geo-data-science research-areas-rd-data-management-virtualization research-project-edx4ccs topic-area-big-data-foundational-data-and-ai-solutions topic-area-carbon-management\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/co2-smart-ej-sj-route-planning-tool\/\" >\n\t\t\t\tCO2 Smart EJ\/SJ Route Planning Tool\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-17921 .elementor-element.elementor-element-f99b48c{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-17921 .elementor-element.elementor-element-8efb8a9{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-17921 .elementor-element.elementor-element-8efb8a9.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-17921 .elementor-element.elementor-element-c69f996 img{box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17921\" class=\"elementor elementor-17921\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f99b48c e-flex e-con-boxed e-con e-parent\" data-id=\"f99b48c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8efb8a9 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8efb8a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Tool in Development under the Energy Data\u00a0<\/b><b>eXchange<\/b><b>\u00a0for Carbon Capture and Sequestration (EDX4CCS)<\/b><\/p><ul><li>The interactive smart tool will assist in planning routes for CO2 transport across the country. Explore the public database. The Pipeline Route Planning Database team published research in Data in Brief in December.<\/li><li>Utilizes social and environmental justice database aligned to carbon storage systems to aid in decision-making around key future infrastructure placement and more.<\/li><li>Contains geospatial layers representing federal and state regulations, pipeline route planning best-practices, critical environmental and social justice considerations.<\/li><li>Researchers behind the tool met with representatives from industry on collaborative ideas and recently presented the tool at the FECM Interagency Carbon Transport Topic Team Meeting.<\/li><\/ul><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/ccs-pipeline-route-planning-database-v1\">Try the database here<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c69f996 elementor-widget elementor-widget-image\" data-id=\"c69f996\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"CO2 Smart EJSJ Route Planning Tool\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc5MjIsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDVcL0NPMi1TbWFydC1FSlNKLVJvdXRlLVBsYW5uaW5nLVRvb2wucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"503\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool.png\" class=\"attachment-large size-large wp-image-17922\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-200x140.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-300x209.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-400x279.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-600x419.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool.png 721w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1610 e-n-tab-title-2532222955\" id=\"e-n-tab-content-2532222955\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\" elementor-element elementor-element-80218d2 e-con-full e-flex e-con e-child\" data-id=\"80218d2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ccef14 elementor-widget elementor-widget-posts\" data-id=\"6ccef14\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18445 post type-post status-publish format-standard hentry category-tools tag-machine-learning tag-polymers research-areas-materials-modeling research-project-polymers-for-gas-separation topic-area-big-data-foundational-data-and-ai-solutions topic-area-resources-and-materials\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/finding-high-performance-polymers-for-gas-separation\/\" >\n\t\t\t\tFinding High-performance Polymers for Gas Separation\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-18445 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-18445 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-18445 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-18445 .elementor-element.elementor-element-aa64dad img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18445\" class=\"elementor elementor-18445\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Millions of polymers were screened using machine learning (ML) models \u200b<\/strong><\/p><ul><li>Gaussian process regression (GPR)-based ML models were developed to predict permeability and selectivity using an in-house dataset containing experimental values<\/li><li>A novel approach was developed to construct large polymer datasets<\/li><li>~15 million polymers were screened using ML models<\/li><li>About 3,500 polymers of interest were identified for CO2\/CH4 and CO2\/N2 gas separation<\/li><li>ML models helped identify high-performance polymers for gas separation with the potential of transforming the field<\/li><\/ul><p><a href=\"https:\/\/pubs.acs.org\/doi\/abs\/10.1021\/acs.jcim.3c01232\" target=\"_blank\" rel=\"noopener\">Learn more here.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa64dad elementor-widget elementor-widget-image\" data-id=\"aa64dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Finding High-performance Polymers for Gas Separation\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0NDgsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL3BvbHltZXJzLWZvci1nYXMtc2VwYXJhdGlvbi0xLnBuZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"846\" height=\"377\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1.png\" class=\"attachment-large size-large wp-image-18448\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-200x89.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-300x134.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-400x178.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-600x267.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-768x342.png 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-800x357.png 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1.png 846w\" sizes=\"auto, (max-width: 846px) 100vw, 846px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1611\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1611\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Carbon Management <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1611\" class=\"elementor-element elementor-element-ffa8feb e-flex e-con-boxed e-con e-child\" data-id=\"ffa8feb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ebcda2 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"6ebcda2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"116116898\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-1161168981\" data-tab-title-id=\"e-n-tab-title-1161168981\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-1161168981\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tEDX for Carbon Capture and Storage\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1611 e-n-tab-title-1161168981\" id=\"e-n-tab-content-1161168981\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-5b17c4e e-con-full e-flex e-con e-child\" data-id=\"5b17c4e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-377b022 elementor-widget elementor-widget-posts\" data-id=\"377b022\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17921 post type-post status-publish format-standard hentry category-geo-data-science category-rd-data-management-virtualization category-research-product tag-geospatial tag-machine-learning tag-multivariate-data tag-reinforcement-learning research-areas-geo-data-science research-areas-rd-data-management-virtualization research-project-edx4ccs topic-area-big-data-foundational-data-and-ai-solutions topic-area-carbon-management\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/co2-smart-ej-sj-route-planning-tool\/\" >\n\t\t\t\tCO2 Smart EJ\/SJ Route Planning Tool\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-17921 .elementor-element.elementor-element-f99b48c{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-17921 .elementor-element.elementor-element-8efb8a9{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-17921 .elementor-element.elementor-element-8efb8a9.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-17921 .elementor-element.elementor-element-c69f996 img{box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17921\" class=\"elementor elementor-17921\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f99b48c e-flex e-con-boxed e-con e-parent\" data-id=\"f99b48c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8efb8a9 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8efb8a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Tool in Development under the Energy Data\u00a0<\/b><b>eXchange<\/b><b>\u00a0for Carbon Capture and Sequestration (EDX4CCS)<\/b><\/p><ul><li>The interactive smart tool will assist in planning routes for CO2 transport across the country. Explore the public database. The Pipeline Route Planning Database team published research in Data in Brief in December.<\/li><li>Utilizes social and environmental justice database aligned to carbon storage systems to aid in decision-making around key future infrastructure placement and more.<\/li><li>Contains geospatial layers representing federal and state regulations, pipeline route planning best-practices, critical environmental and social justice considerations.<\/li><li>Researchers behind the tool met with representatives from industry on collaborative ideas and recently presented the tool at the FECM Interagency Carbon Transport Topic Team Meeting.<\/li><\/ul><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/ccs-pipeline-route-planning-database-v1\">Try the database here<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c69f996 elementor-widget elementor-widget-image\" data-id=\"c69f996\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"CO2 Smart EJSJ Route Planning Tool\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc5MjIsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDVcL0NPMi1TbWFydC1FSlNKLVJvdXRlLVBsYW5uaW5nLVRvb2wucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"503\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool.png\" class=\"attachment-large size-large wp-image-17922\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-200x140.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-300x209.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-400x279.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool-600x419.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/CO2-Smart-EJSJ-Route-Planning-Tool.png 721w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1612\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1612\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Infrastructure and Environmental Resiliency <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1612\" class=\"elementor-element elementor-element-3dd05ae e-flex e-con-boxed e-con e-child\" data-id=\"3dd05ae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-533bb1a e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"533bb1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"87276314\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-872763141\" data-tab-title-id=\"e-n-tab-title-872763141\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-872763141\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tConvolutional Neural Networks\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-872763142\" data-tab-title-id=\"e-n-tab-title-872763142\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-872763142\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tNatural Gas Infrastructure\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1612 e-n-tab-title-872763141\" id=\"e-n-tab-content-872763141\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-bea5e1a e-con-full e-flex e-con e-child\" data-id=\"bea5e1a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b05a9c elementor-widget elementor-widget-posts\" data-id=\"0b05a9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18494 post type-post status-publish format-standard hentry category-tools tag-computer-vision tag-machine-learning tag-supervised-learning tag-you-only-look-once research-areas-energy-systems-analysis-modeling research-project-convolutional-neural-networks topic-area-infrastructure-and-environmental-resiliency\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/advancing-diagnostic-efficiencies-of-rotating-detonation-engine-rde-with-ml\/\" >\n\t\t\t\tAdvancing Diagnostic Efficiencies of Rotating Detonation Engine (RDE) with ML\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-18494 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-18494 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-18494 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-18494 .elementor-element.elementor-element-0ea4ab2{--display:flex;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;--padding-top:0px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-18494 .elementor-element.elementor-element-a2734b1 img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18494\" class=\"elementor elementor-18494\" data-elementor-post-type=\"post\">\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1612\" class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Real-time diagnostic methods for gas turbines<\/b><\/p><ul><li><b>Objective: <\/b>Application of computer vision and machine learning techniques to monitor detonation wave behavior in real time to experimental RDEs.<\/li><li><b>Methods: <\/b><b>Convoluted neural networks (CNNs) <\/b>applied to high-speed conventional detonation imaging for image classification and object detection with <b>You Only Look Once (YOLO)<\/b> architecture, and time-series classification.<\/li><li><b>Results:<\/b> No single diagnostic structure outperforms the others in all metrics. Each method offers solutions uniquely beneficial to a given study based on primary objectives and constraints, justifying the need for a portfolio of ML capabilities with networks tailored to specific needs throughout the research community.<\/li><\/ul><p><a href=\"https:\/\/arc.aiaa.org\/doi\/10.2514\/1.B39287\" target=\"_blank\" rel=\"noopener\">Learn more here.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1612\" class=\"elementor-element elementor-element-0ea4ab2 e-con-full e-flex e-con e-child\" data-id=\"0ea4ab2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2734b1 elementor-widget elementor-widget-image\" data-id=\"a2734b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Advancing Diagnostic Efficiencies of Rotating Detonation Engine (RDE) with ML\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg1MDAsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL2FkdmFuY2luZy1kaWFnbm9zdGljLnBuZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"377\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-1024x377.png\" class=\"attachment-large size-large wp-image-18500\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-200x74.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-300x111.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-400x147.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-600x221.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-768x283.png 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-800x295.png 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-1024x377.png 1024w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic-1200x442.png 1200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/advancing-diagnostic.png 1262w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1612 e-n-tab-title-872763142\" id=\"e-n-tab-content-872763142\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-93336dd e-con-full e-flex e-con e-child\" data-id=\"93336dd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4020943 elementor-widget elementor-widget-posts\" data-id=\"4020943\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17933 post type-post status-publish format-standard hentry category-natural-gas-infrastructure category-risk-assessment category-tools tag-generative-adversarial-neural-network tag-hybrid-ai-model tag-simgan tag-simulations research-areas-risk-assessment research-project-natural-gas-infrastructure topic-area-infrastructure-and-environmental-resiliency\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/monitoring-natural-gas-infrastructure\/\" >\n\t\t\t\tMonitoring Natural Gas Infrastructure\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-17933 .elementor-element.elementor-element-4275c2f{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-17933 .elementor-element.elementor-element-acbdb09{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-17933 .elementor-element.elementor-element-acbdb09.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-17933 .elementor-element.elementor-element-ad3ba28 img{box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17933\" class=\"elementor elementor-17933\" data-elementor-post-type=\"post\">\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1612\" class=\"elementor-element elementor-element-4275c2f e-flex e-con-boxed e-con e-parent\" data-id=\"4275c2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acbdb09 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"acbdb09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>AI Enhanced Distributed Fiber Optic Sensing<\/b><\/p><p>Problem: Sensor data for various pipeline events are scarce for AI based classification<\/p><p>Solution: Develop Hybrid AI model to simulate distributed optical fiber sensor response for various pipeline integrity events<\/p><p>NETL\u2019s pipeline sensors team tested new technologies in mid-February 2023 at the Southwest Research Institute test facility at a pilot-scale and\u00a0<a href=\"https:\/\/netl.doe.gov\/node\/13166\">recently signed a CRADA\u00a0<\/a>to continue field demonstrations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad3ba28 elementor-widget elementor-widget-image\" data-id=\"ad3ba28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Monitoring Natural Gas Infrastructure\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc5MzQsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDVcL01vbml0b3JpbmctTmF0dXJhbC1HYXMtSW5mcmFzdHJ1Y3R1cmUuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"894\" height=\"584\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure.jpg\" class=\"attachment-large size-large wp-image-17934\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure-200x131.jpg 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure-300x196.jpg 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure-400x261.jpg 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure-600x392.jpg 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure-768x502.jpg 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure-800x523.jpg 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/Monitoring-Natural-Gas-Infrastructure.jpg 894w\" sizes=\"auto, (max-width: 894px) 100vw, 894px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1613\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1613\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Resources and Materials <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1613\" class=\"elementor-element elementor-element-3e247d6 e-con-full e-flex e-con e-child\" data-id=\"3e247d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-90ec781 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"90ec781\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"151963521\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-1519635211\" data-tab-title-id=\"e-n-tab-title-1519635211\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-1519635211\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tComputer Vision\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1519635212\" data-tab-title-id=\"e-n-tab-title-1519635212\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1519635212\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tCritical Minerals\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1519635213\" data-tab-title-id=\"e-n-tab-title-1519635213\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1519635213\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tPolymers for Gas Separation\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1613 e-n-tab-title-1519635211\" id=\"e-n-tab-content-1519635211\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-462d7b8 e-flex e-con-boxed e-con e-child\" data-id=\"462d7b8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a77cdd7 elementor-widget elementor-widget-posts\" data-id=\"a77cdd7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18475 post type-post status-publish format-standard hentry category-tools tag-deep-learning tag-deep-neural-networks research-areas-energy-systems-analysis-modeling research-areas-materials-modeling research-project-computer-vision topic-area-resources-and-materials\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/ai-enhanced-microstructural-analysis-simulation-and-optimization-for-electrochemical-device-electrodes\/\" >\n\t\t\t\tAI-Enhanced Microstructural Analysis, Simulation, and Optimization for  Electrochemical Device Electrodes\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-18475 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-18475 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-18475 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-18475 .elementor-element.elementor-element-0ea4ab2{--display:flex;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;--padding-top:0px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-18475 .elementor-element.elementor-element-a2734b1 img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}.elementor-18475 .elementor-element.elementor-element-aa64dad img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18475\" class=\"elementor elementor-18475\" data-elementor-post-type=\"post\">\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1613\" class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><u>Computer vision <\/u>provides a rapid pathway from physical electrode to microstructural parameters<\/li><li><u>Deep neural networks <\/u>provide analysis from microstructural parameters to predict long-term performance metrics \u00a0<\/li><li>Connecting the two will produce a rapid electrode <u>assessment tool<\/u><\/li><\/ul><p>NETL researchers have used EDX\u00ae to publicly release <b>the largest known bank of 3D electrode microstructures <\/b>of solid oxide fuel and electrolysis cells (SOCs) for training ML tools.<\/p><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/soc-synthetic-microstructure-bank\" target=\"_blank\" rel=\"noopener\">Access the SOC Synthetic Microstructure Bank here.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1613\" class=\"elementor-element elementor-element-0ea4ab2 e-con-full e-flex e-con e-child\" data-id=\"0ea4ab2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2734b1 elementor-widget elementor-widget-image\" data-id=\"a2734b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"AI-Enhanced Microstructural Analysis, Simulation, and Optimization for Electrochemical Device Electrodes\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0ODMsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL2FpLWVuaGFuY2VkLTIucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"874\" height=\"424\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2.png\" class=\"attachment-large size-large wp-image-18483\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2-200x97.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2-300x146.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2-400x194.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2-600x291.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2-768x373.png 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2-800x388.png 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/ai-enhanced-2.png 874w\" sizes=\"auto, (max-width: 874px) 100vw, 874px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa64dad elementor-widget elementor-widget-image\" data-id=\"aa64dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"AI-Enhanced Microstructural Analysis, Simulation, and Optimization for Electrochemical Device Electrodes (2)\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0NzksInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL0FpLWVuaGFuY2VkLnBuZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"678\" height=\"268\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced.png\" class=\"attachment-large size-large wp-image-18479\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced-200x79.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced-300x119.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced-400x158.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced-600x237.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/Ai-enhanced.png 678w\" sizes=\"auto, (max-width: 678px) 100vw, 678px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1613 e-n-tab-title-1519635212\" id=\"e-n-tab-content-1519635212\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-a360861 e-con-full e-flex e-con e-child\" data-id=\"a360861\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08084e7 elementor-widget elementor-widget-posts\" data-id=\"08084e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18460 post type-post status-publish format-standard hentry category-tools tag-artificial-intelligence tag-deep-learning tag-subsurface research-areas-geo-data-science research-areas-risk-assessment research-areas-subsurface-modeling research-project-convolutional-neural-networks topic-area-big-data-foundational-data-and-ai-solutions\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/subsurface-trend-analysis-sta-method-and-tool\/\" >\n\t\t\t\tSubsurface Trend Analysis (STA) Method and Tool\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-18460 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-18460 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-18460 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-18460 .elementor-element.elementor-element-aa64dad img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18460\" class=\"elementor elementor-18460\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Enhancing knowledge discovery from unstructured data using a deep learning approach to support subsurface modeling predictions<\/b><\/p><ul><li>NETL advanced the subsurface trend analysis (STA) workflow with an AI-informed image segmentation\/embedding model.\u00a0<\/li><li>The STA method was created to be a <b><i>foundational <\/i><\/b>technology, capable of assisting any subsurface predictive need.<\/li><li>The <a href=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/fdata.2023.1227189\/full\" target=\"_blank\" rel=\"noopener\">image embedding tool <\/a>uses convolutional neural networks (CNNs) to:<ul><li>Extract images from unstructured data<\/li><li>Categorically label the images<\/li><li>Create a repository for geologic domain postulation<\/li><\/ul><\/li><li>A case\u00a0study on\u00a0data available for the Gulf of Mexico shows the STA\u00a0image embedding tool extracts and accurately labels images with <b>90% to 95% precision.<\/b><\/li><li>The <u><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/subsurface-trend-analysis-2d-tool\" target=\"_blank\" rel=\"noopener\">STA 2D Tool<\/a><\/u> is available on NETL\u2019s Energy Data eXchange\u00ae (<u><a href=\"https:\/\/edx.netl.doe.gov\/?__no_cache__=True\" target=\"_blank\" rel=\"noopener\">EDX<\/a><\/u>).<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa64dad elementor-widget elementor-widget-image\" data-id=\"aa64dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Subsurface Trend Analysis (STA) Method and Tool\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0NjIsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL3N0YS13b3JrZmxvdy5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"668\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1024x668.png\" class=\"attachment-large size-large wp-image-18462\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-200x130.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-300x196.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-400x261.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-600x391.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-768x501.png 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-800x522.png 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1024x668.png 1024w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1200x783.png 1200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow-1536x1002.png 1536w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/sta-workflow.png 1613w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-17926 post type-post status-publish format-standard hentry category-geo-data-science category-rd-data-management-virtualization category-research-product category-subsurface-modeling category-tools tag-data-mining tag-federated-ai-ml tag-simulations research-areas-geo-data-science research-areas-rd-data-management-virtualization research-areas-subsurface-modeling research-project-critical-minerals topic-area-big-data-foundational-data-and-ai-solutions topic-area-resources-and-materials\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/urc-resource-assessment-method-tool\/\" >\n\t\t\t\tURC Resource Assessment Method\/Tool\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-17926 .elementor-element.elementor-element-68b775e{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-17926 .elementor-element.elementor-element-f5f71c1{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-17926 .elementor-element.elementor-element-f5f71c1.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-17926 .elementor-element.elementor-element-c9edd21 img{box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17926\" class=\"elementor elementor-17926\" data-elementor-post-type=\"post\">\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1610\" class=\"elementor-element elementor-element-68b775e e-flex e-con-boxed e-con e-parent\" data-id=\"68b775e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5f71c1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"f5f71c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Federated-AI modeling for improving Natural Resource Assessments<\/b><\/p><ul><li>NETL\u2019s geologic resource assessment\u00a0<b><a href=\"https:\/\/jpt.spe.org\/exploring-the-unexpected-an-ai-model-uncovers-rare-earth-elements\">AI Model\u00a0<\/a><\/b>helped uncover\u00a0<b>the largest unconventional deposit of magnetic rare earth elements (REE) in the U.S.<\/b><\/li><li><b>The AI model\u00a0<\/b>was tested at a coal mine in Wyoming\u2019s Powder River Basin and revealed the\u00a0<b>largest unconventional deposit of magnetic REEs discovered in the US.\u00a0<\/b><ul><li><a href=\"https:\/\/www.wsj.com\/story\/he-bought-an-old-coal-mine-for-2-million-it-could-be-worth-37-billion-eca25b9a\">Featured in the Wall Street Journal\u00a0\u2013\u00a0<\/a><a href=\"https:\/\/www.wsj.com\/story\/he-bought-an-old-coal-mine-for-2-million-it-could-be-worth-37-billion-eca25b9a\">WSJ<\/a><\/li><li>Also featured in energy trade journal,\u00a0<i>JPT<\/i><\/li><\/ul><\/li><li>In the last year, NETL has released\u00a0<b><a href=\"https:\/\/netl.doe.gov\/node\/12703\">five, peer-reviewed, data-driven products\u00a0<\/a><\/b>that help characterize unconventional critical minerals, all developed in support of SAMI.<\/li><\/ul><p>Expanded use for Groundwater, Carbon Storage, H2, hydrocarbons, geothermal and more.<\/p><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/ree-and-coal-open-geodatabase\">Try the database here<\/a><strong>.<\/strong><\/p><p><a href=\"https:\/\/edx.netl.doe.gov\/dataset\/method-assessing-unconventional-rare-earth-element-resources\">Read more about the URC Method Here<\/a><b>.<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9edd21 elementor-widget elementor-widget-image\" data-id=\"c9edd21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"URC Resource Assessment Method_Tool\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc5MjcsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDVcL1VSQy1SZXNvdXJjZS1Bc3Nlc3NtZW50LU1ldGhvZF9Ub29sLmpwZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"747\" height=\"585\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool.jpg\" class=\"attachment-large size-large wp-image-17927\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-200x157.jpg 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-300x235.jpg 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-400x313.jpg 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool-600x470.jpg 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/05\/URC-Resource-Assessment-Method_Tool.jpg 747w\" sizes=\"auto, (max-width: 747px) 100vw, 747px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region tabpanel\" aria-labelledby=\"e-n-accordion-item-1613 e-n-tab-title-1519635213\" id=\"e-n-tab-content-1519635213\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-2c92f8f e-con-full e-flex e-con e-child\" data-id=\"2c92f8f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee2f361 elementor-widget elementor-widget-posts\" data-id=\"ee2f361\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_content_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.full_content\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-full_content elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-18445 post type-post status-publish format-standard hentry category-tools tag-machine-learning tag-polymers research-areas-materials-modeling research-project-polymers-for-gas-separation topic-area-big-data-foundational-data-and-ai-solutions topic-area-resources-and-materials\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/finding-high-performance-polymers-for-gas-separation\/\" >\n\t\t\t\tFinding High-performance Polymers for Gas Separation\t\t\t<\/a>\n\t\t<\/h3>\n\t\t<div class=\"elementor-post__content\"><style>.elementor-18445 .elementor-element.elementor-element-ac73db1{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:flex-start;}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-18445 .elementor-element.elementor-element-6ed7871{color:#000000;width:var( --container-widget-width, 65.559% );max-width:65.559%;--container-widget-width:65.559%;--container-widget-flex-grow:0;}.elementor-18445 .elementor-element.elementor-element-6ed7871.elementor-element{--flex-grow:0;--flex-shrink:0;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-18445 .elementor-element.elementor-element-aa64dad img{width:100%;box-shadow:0px 0px 10px 0px rgba(0,0,0,0.5);}<\/style>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18445\" class=\"elementor elementor-18445\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac73db1 e-flex e-con-boxed e-con e-parent\" data-id=\"ac73db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed7871 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6ed7871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Millions of polymers were screened using machine learning (ML) models \u200b<\/strong><\/p><ul><li>Gaussian process regression (GPR)-based ML models were developed to predict permeability and selectivity using an in-house dataset containing experimental values<\/li><li>A novel approach was developed to construct large polymer datasets<\/li><li>~15 million polymers were screened using ML models<\/li><li>About 3,500 polymers of interest were identified for CO2\/CH4 and CO2\/N2 gas separation<\/li><li>ML models helped identify high-performance polymers for gas separation with the potential of transforming the field<\/li><\/ul><p><a href=\"https:\/\/pubs.acs.org\/doi\/abs\/10.1021\/acs.jcim.3c01232\" target=\"_blank\" rel=\"noopener\">Learn more here.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa64dad elementor-widget elementor-widget-image\" data-id=\"aa64dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Finding High-performance Polymers for Gas Separation\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0NDgsInVybCI6Imh0dHBzOlwvXC9lZHgubmV0bC5kb2UuZ292XC9zaXRlc1wvc2FtaVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDlcL3BvbHltZXJzLWZvci1nYXMtc2VwYXJhdGlvbi0xLnBuZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"846\" height=\"377\" src=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1.png\" class=\"attachment-large size-large wp-image-18448\" alt=\"\" srcset=\"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-200x89.png 200w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-300x134.png 300w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-400x178.png 400w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-600x267.png 600w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-768x342.png 768w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1-800x357.png 800w, https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-content\/uploads\/2024\/09\/polymers-for-gas-separation-1.png 846w\" sizes=\"auto, (max-width: 846px) 100vw, 846px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>NETL AI\/ML Research Big Data, Foundational Data, and AI Solutions CFD for Advanced  [&#8230;]<\/p>\n","protected":false},"author":9,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-17943","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/pages\/17943","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/comments?post=17943"}],"version-history":[{"count":25,"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/pages\/17943\/revisions"}],"predecessor-version":[{"id":18552,"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/pages\/17943\/revisions\/18552"}],"wp:attachment":[{"href":"https:\/\/edx.netl.doe.gov\/sites\/sami\/wp-json\/wp\/v2\/media?parent=17943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}