{"id":14404,"date":"2025-05-22T15:33:58","date_gmt":"2025-05-22T15:33:58","guid":{"rendered":"https:\/\/scienceweb.clemson.edu\/uacl\/?p=14404"},"modified":"2025-05-22T15:36:42","modified_gmt":"2025-05-22T15:36:42","slug":"ai-des","status":"publish","type":"post","link":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/","title":{"rendered":"Machine Learning and DES"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14404\" class=\"elementor elementor-14404\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1cbaada e-flex e-con-boxed mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-parent\" data-id=\"1cbaada\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-45250ac mk-t-animation-char elementor-widget__width-initial mk-enable-fade-animation-none elementor-widget elementor-widget-mk_animated_title\" data-id=\"45250ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk_text_animation&quot;:&quot;char&quot;,&quot;text_delay&quot;:0.15,&quot;text_duration&quot;:1,&quot;text_stagger&quot;:0.02,&quot;text_on_scroll&quot;:&quot;yes&quot;,&quot;text_translate_x&quot;:20,&quot;text_translate_y&quot;:0,&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" data-widget_type=\"mk_animated_title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"mk--animated-title\">A smarter way to discover eutectics<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d232d22 e-con-full e-flex mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-child\" data-id=\"d232d22\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-d7bb488 e-con-full e-flex mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-child\" data-id=\"d7bb488\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a336593 mk-enable-fade-animation-none elementor-widget elementor-widget-image\" data-id=\"a336593\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" 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<img fetchpriority=\"high\" decoding=\"async\" width=\"750\" height=\"750\" src=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg\" class=\"attachment-large size-large wp-image-11750\" alt=\"Artistic rendering of a robot doing chemical experiments\" srcset=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg 750w, https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES-300x300.jpg 300w, https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES-150x150.jpg 150w, https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES-105x105.jpg 105w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\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<div class=\"elementor-element elementor-element-09dc2a1 e-con-full e-flex mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-child\" data-id=\"09dc2a1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b5321c mk-enable-fade-animation-none elementor-widget elementor-widget-text-editor\" data-id=\"9b5321c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" 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><span style=\"color: #000000\">The application of deep eutectic solvents (DES) in the pharmaceutical, agricultural, and food industries represents one of the fastest growing fields of green chemistry, as these mixtures can potentially replace traditional organic solvents. These advances are, however, limited by the development of new systems which is today, almost exclusively empirically driven and often derivative from known mixtures. To overcome this limitation, our group has pioneered the use of AI to recognize chemical patterns leading to the formation of DES\/NADES. This strategy has the potential to transform a number of industries, streamlining the use of bioactive compounds as functional components of liquid formulations, rather than simple solutes. Thus, our group is currently pursuing the following projects:<\/span><\/p><ul><li><span style=\"color: #000000\"><strong>DES for sensing<\/strong>: From adding selectivity to gas sensors to facilitating the extraction of analytes, our DES can greatly enhance the analytical workflow<\/span><\/li><li><span style=\"color: #000000\"><strong>Liquid formulations<\/strong>: The poor solubility of pharmaceuticals is one of the key factors limiting their bioavailabilty. We are solving this problem by designing liquid formulations integrating these compounds<\/span><\/li><\/ul>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0e3dadd e-flex e-con-boxed mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-parent\" data-id=\"0e3dadd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7c15ec mk-enable-fade-animation-none elementor-widget elementor-widget-spacer\" data-id=\"b7c15ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<div class=\"elementor-element elementor-element-debcda9 e-flex e-con-boxed mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-parent\" data-id=\"debcda9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f8645c3 mk-enable-fade-animation-none elementor-widget elementor-widget-heading\" data-id=\"f8645c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Recent papers<\/h3>\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 class=\"elementor-element elementor-element-f302b95 e-flex e-con-boxed mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-parent\" data-id=\"f302b95\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b7a385 elementor-widget-divider--view-line mk-enable-fade-animation-none elementor-widget elementor-widget-divider\" data-id=\"2b7a385\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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<div class=\"elementor-element elementor-element-a3bbf19 e-flex e-con-boxed mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-parent\" data-id=\"a3bbf19\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa034ad mk-enable-fade-animation-none elementor-widget elementor-widget-contentviews_widget_list1\" data-id=\"aa034ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" data-widget_type=\"contentviews_widget_list1.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='pt-cv-wrapper'> <div class=\"pt-cv-view pt-cv-blockgrid iscvblock iscvelementor list1 layout1 pt-cv-pgregular pt-cv-left\" id=\"pt-cv-view-aa034ad\"><div data-id=\"pt-cv-page-1\" class=\"pt-cv-page\" data-cvc=\"1\"><div class=\" pt-cv-content-item pt-cv-2-col\"  data-pid=\"14888\"><div class=\"pt-cv-thumb-wrapper pull-left \"><a href=\"https:\/\/doi.org\/10.1016\/j.molliq.2026.129563\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-left\" target=\"_self\" ><img decoding=\"async\" width=\"1000\" height=\"769\" data-src=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2026\/04\/2026_04_CBD.png\" class=\"pt-cv-thumbnail pull-left lazyload\" alt=\"2026 04 CBD\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1000px; --smush-placeholder-aspect-ratio: 1000\/769;\" \/><\/a><\/div>\n<div class=\"pt-cv-colwrap\"><h2 class=\"pt-cv-title\"><a href=\"https:\/\/doi.org\/10.1016\/j.molliq.2026.129563\" class=\"_self\" target=\"_self\" >Deep Eutectic Solvents Incorporating Cannabinoids: The Influence of Water on Stability<\/a><\/h2><div class=\"pt-cv-content\"><p>Candela S. Cazzaniga, Lucas B. Ayres, Jorge Barroso, and Carlos D. Garcia<br \/>\n<em>Journal of Molecular Liquids<\/em> 454 (2026) 129563<\/p>\n<\/div><\/div><\/div>\n<div class=\" pt-cv-content-item pt-cv-2-col\"  data-pid=\"14880\"><div class=\"pt-cv-thumb-wrapper pull-left \"><a href=\"https:\/\/doi.org\/10.1016\/j.jfca.2026.109135\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-left\" target=\"_self\" ><img decoding=\"async\" width=\"750\" height=\"582\" data-src=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2026\/03\/rancimat_FAME.png\" class=\"pt-cv-thumbnail pull-left lazyload\" alt=\"rancimat FAME\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 750px; --smush-placeholder-aspect-ratio: 750\/582;\" \/><\/a><\/div>\n<div class=\"pt-cv-colwrap\"><h2 class=\"pt-cv-title\"><a href=\"https:\/\/doi.org\/10.1016\/j.jfca.2026.109135\" class=\"_self\" target=\"_self\" >Machine Learning-Based Inference of Oxidative Stability of Vegetable Oils<\/a><\/h2><div class=\"pt-cv-content\"><p>Emmanuel Dike, Lucas Ayres, Justin Furgala, Jorge Barroso, Daniel Whitehead, and Carlos D. Garcia<br \/>\nJournal of Food Composition and Analysis 153 (2026) 109135<br \/>\n<small><\/small><\/p>\n<p><small>Authors acknowledge the support from the <a href=\"https:\/\/libraries.clemson.edu\/digital-scholarship-publishing\/publishing-copyright\/open-access-publishing-fund\/\">Open Access Publishing Fund<\/a>.\u00a0<\/small><small>This paper also provides access to an oxidation predictor: <a href=\"https:\/\/github.com\/uAC-Lab\/Oxidative_stability\">https:\/\/github.com\/uAC-Lab\/Oxidative_stability<\/a><\/small><\/p>\n<\/div><\/div><\/div>\n<div class=\" pt-cv-content-item pt-cv-2-col\"  data-pid=\"14611\"><div class=\"pt-cv-thumb-wrapper pull-left \"><a href=\"https:\/\/doi.org\/10.1021\/acsomega.5c06815\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-left\" target=\"_self\" ><img decoding=\"async\" width=\"567\" height=\"438\" data-src=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/09\/2025_vagner.png\" class=\"pt-cv-thumbnail pull-left lazyload\" alt=\"AI image of a drone that has a fishing line attached to it\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 567px; --smush-placeholder-aspect-ratio: 567\/438;\" \/><\/a><\/div>\n<div class=\"pt-cv-colwrap\"><h2 class=\"pt-cv-title\"><a href=\"https:\/\/doi.org\/10.1021\/acsomega.5c06815\" class=\"_self\" target=\"_self\" >Deployment of Solid-Supported NADES via Unmanned Aerial Vehicles to Preconcentrate Contaminants from Environmental Water Samples<\/a><\/h2><div class=\"pt-cv-content\"><p class=\"p1\">Vagner B. dos Santos<span class=\"s1\">,<\/span> Carlos D. Garcia<span class=\"s1\">,<\/span> Helayne Santos, Vinicius Alcantra, Severino C. B. de Oliveira<span class=\"s1\">\u00a0<\/span>and Willian T. Saurez<br \/>\n<span class=\"s1\"><em>ACS Omega<\/em> 10 (2025)\u00a048808\u201348817<\/span><br \/>\n<small><br \/>\nPart of the Special Issue &#8220;<a href=\"https:\/\/pubs.acs.org\/page\/vi\/brazil-capes-anniversary?ref=vi_collection\"><em>Chemistry in Brazil: Advancing through Open Science<\/em><\/a>\u201d<\/small><\/p>\n<\/div><\/div><\/div>\n<div class=\" pt-cv-content-item pt-cv-2-col\"  data-pid=\"5747\"><div class=\"pt-cv-thumb-wrapper pull-left \"><a href=\"https:\/\/doi.org\/10.1021\/acssuschemeng.4c09183\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-left\" target=\"_self\" ><img decoding=\"async\" width=\"567\" height=\"438\" data-src=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/03\/2025_dike_01.png\" class=\"pt-cv-thumbnail pull-left lazyload\" alt=\"2025 dike 01\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 567px; --smush-placeholder-aspect-ratio: 567\/438;\" \/><\/a><\/div>\n<div class=\"pt-cv-colwrap\"><h2 class=\"pt-cv-title\"><a href=\"https:\/\/doi.org\/10.1021\/acssuschemeng.4c09183\" class=\"_self\" target=\"_self\" >Functional Deep Eutectic Solvents to Boost Antioxidant Synergism in Edible Fats<\/a><\/h2><div class=\"pt-cv-content\"><p>Emmanuel Dike, Lucas Ayres, Tomas Benavidez, Jorge Barroso, Vagner dos Santos, and Carlos D. Garcia<br \/>\n<span class=\"TextRun SCXW150579929 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150579929 BCX0\" data-ccp-parastyle=\"BB_Author_Name\"><em>ACS Sustainable Chemistry &amp; Engineering<\/em> 13 (2025) <span class=\"cit-pageRange\">4427\u20134438<\/span><\/span><\/span> (<a href=\"https:\/\/scienceweb.clemson.edu\/uacl\/publications\/covers\/\">cover article<\/a>)<\/p>\n<\/div><\/div><\/div>\n<div class=\" pt-cv-content-item pt-cv-2-col\"  data-pid=\"5682\"><div class=\"pt-cv-thumb-wrapper pull-left \"><a href=\"https:\/\/doi.org\/10.1038\/s41598-024-77948-9\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-left\" target=\"_self\" ><img decoding=\"async\" width=\"566\" height=\"439\" data-src=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2024\/10\/Picture1.png\" class=\"pt-cv-thumbnail pull-left lazyload\" alt=\"Picture1\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 566px; --smush-placeholder-aspect-ratio: 566\/439;\" \/><\/a><\/div>\n<div class=\"pt-cv-colwrap\"><h2 class=\"pt-cv-title\"><a href=\"https:\/\/doi.org\/10.1038\/s41598-024-77948-9\" class=\"_self\" target=\"_self\" >Deciphering Antioxidant Interactions via Data Mining and RDKit<\/a><\/h2><div class=\"pt-cv-content\"><p>Lucas B. Ayres, Justin T. Furgala, and Carlos D. Garcia<br \/>\n<em>Scientific Reports<\/em> 15 (2025) <span data-test=\"article-number\">670<\/span><\/p>\n<p><small>Authors acknowledge the support from the <a href=\"https:\/\/libraries.clemson.edu\/digital-scholarship-publishing\/publishing-copyright\/open-access-publishing-fund\/\">Open Access Publishing Fund<\/a><\/small><\/p>\n<\/div><\/div><\/div><\/div><\/div>\n<div class=\"text-left pt-cv-pagination-wrapper\"><ul class=\"pt-cv-pagination pt-cv-ajax pagination\" data-totalpages=\"3\" data-currentpage=\"1\" data-sid=\"aa034ad\" data-unid=\"\" data-iselementor=\"aa034ad\" data-postid=\"0\"><li class=\"active\"><a href=\"#\">1<\/a><\/li>\n\t<li ><a class=\"\" href=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/posts\/14404\/?_page=2\">2<\/a><\/li>\n\t<li ><a class=\"\" href=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/posts\/14404\/?_page=3\">3<\/a><\/li>\n\t<li ><a class=\" \" href=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/posts\/14404\/?_page=2\">&rsaquo;<\/a><\/li>\n\t<\/ul><img loading=\"lazy\" decoding=\"async\" width=\"15\" height=\"15\" class=\"pt-cv-spinner\" alt=\"Loading...\" src=\"data:image\/gif;base64,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\" \/><div class=\"clear pt-cv-clear-pagination\"><\/div><\/div> <\/div> \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 class=\"elementor-element elementor-element-428580d e-flex e-con-boxed mk-enable-fade-animation-none mk-sticky-column-false mk-sticky-column-disable-tablet e-con e-parent\" data-id=\"428580d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_sticky&quot;:&quot;false&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c065743 mk-enable-fade-animation-none elementor-widget elementor-widget-spacer\" data-id=\"c065743\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mk-animation-effect&quot;:&quot;none&quot;,&quot;mk_ext_is_infinite&quot;:&quot;false&quot;,&quot;mk_ext_is_scrollme&quot;:&quot;false&quot;}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A smarter way to discover eutectics The application of deep eutectic solvents (DES) in the pharmaceutical, agricultural, and food industries represents one of the fastest growing fields of green chemistry, as these mixtures can potentially replace traditional organic solvents. These advances are, however, limited by the development of new systems which is today, almost exclusively empirically driven and often derivative from known mixtures. To overcome this limitation, our group has pioneered the use of AI to recognize chemical patterns leading to the formation of DES\/NADES. This strategy has the potential to transform a number of industries, streamlining the use of [&hellip;]<\/p>\n","protected":false},"author":20,"featured_media":11750,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[131],"tags":[],"class_list":["post-14404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning and DES - Microanalytical Chemistry Lab<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning and DES - Microanalytical Chemistry Lab\" \/>\n<meta property=\"og:description\" content=\"A smarter way to discover eutectics The application of deep eutectic solvents (DES) in the pharmaceutical, agricultural, and food industries represents one of the fastest growing fields of green chemistry, as these mixtures can potentially replace traditional organic solvents. These advances are, however, limited by the development of new systems which is today, almost exclusively empirically driven and often derivative from known mixtures. To overcome this limitation, our group has pioneered the use of AI to recognize chemical patterns leading to the formation of DES\/NADES. This strategy has the potential to transform a number of industries, streamlining the use of [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/\" \/>\n<meta property=\"og:site_name\" content=\"Microanalytical Chemistry Lab\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-22T15:33:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-22T15:36:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"750\" \/>\n\t<meta property=\"og:image:height\" content=\"750\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"CDG\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@MicroAnalytic11\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"CDG\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/\"},\"author\":{\"name\":\"CDG\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#\\\/schema\\\/person\\\/84db2eae9183261b17b2280646687289\"},\"headline\":\"Machine Learning and DES\",\"datePublished\":\"2025-05-22T15:33:58+00:00\",\"dateModified\":\"2025-05-22T15:36:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/\"},\"wordCount\":340,\"publisher\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/wp-content\\\/uploads\\\/sites\\\/46\\\/2025\\\/04\\\/ML_DES.jpg\",\"articleSection\":[\"Projects\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/\",\"url\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/\",\"name\":\"Machine Learning and DES - Microanalytical Chemistry Lab\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/wp-content\\\/uploads\\\/sites\\\/46\\\/2025\\\/04\\\/ML_DES.jpg\",\"datePublished\":\"2025-05-22T15:33:58+00:00\",\"dateModified\":\"2025-05-22T15:36:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#primaryimage\",\"url\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/wp-content\\\/uploads\\\/sites\\\/46\\\/2025\\\/04\\\/ML_DES.jpg\",\"contentUrl\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/wp-content\\\/uploads\\\/sites\\\/46\\\/2025\\\/04\\\/ML_DES.jpg\",\"width\":750,\"height\":750,\"caption\":\"ML DES\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/ai-des\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning and DES\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#website\",\"url\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/\",\"name\":\"Microanalytical Chemistry Lab\",\"description\":\"From materials to sensors\",\"publisher\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#organization\",\"name\":\"Microanalytical Chemistry Lab\",\"url\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/wp-content\\\/uploads\\\/sites\\\/46\\\/2025\\\/03\\\/LOGO_MicroAnChemLab_RGB_OrngReg-300.jpg\",\"contentUrl\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/wp-content\\\/uploads\\\/sites\\\/46\\\/2025\\\/03\\\/LOGO_MicroAnChemLab_RGB_OrngReg-300.jpg\",\"width\":300,\"height\":69,\"caption\":\"Microanalytical Chemistry Lab\"},\"image\":{\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/#\\\/schema\\\/person\\\/84db2eae9183261b17b2280646687289\",\"name\":\"CDG\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/39eec084bbed887773c40bc65abe034209961b7bfb62ec393b3803e912edb000?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/39eec084bbed887773c40bc65abe034209961b7bfb62ec393b3803e912edb000?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/39eec084bbed887773c40bc65abe034209961b7bfb62ec393b3803e912edb000?s=96&d=mm&r=g\",\"caption\":\"CDG\"},\"sameAs\":[\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/carlos-garcia-b859314\\\/\",\"https:\\\/\\\/x.com\\\/MicroAnalytic11\"],\"url\":\"https:\\\/\\\/scienceweb.clemson.edu\\\/uacl\\\/author\\\/carlos\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning and DES - Microanalytical Chemistry Lab","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/","og_locale":"en_US","og_type":"article","og_title":"Machine Learning and DES - Microanalytical Chemistry Lab","og_description":"A smarter way to discover eutectics The application of deep eutectic solvents (DES) in the pharmaceutical, agricultural, and food industries represents one of the fastest growing fields of green chemistry, as these mixtures can potentially replace traditional organic solvents. These advances are, however, limited by the development of new systems which is today, almost exclusively empirically driven and often derivative from known mixtures. To overcome this limitation, our group has pioneered the use of AI to recognize chemical patterns leading to the formation of DES\/NADES. This strategy has the potential to transform a number of industries, streamlining the use of [&hellip;]","og_url":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/","og_site_name":"Microanalytical Chemistry Lab","article_published_time":"2025-05-22T15:33:58+00:00","article_modified_time":"2025-05-22T15:36:42+00:00","og_image":[{"width":750,"height":750,"url":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg","type":"image\/jpeg"}],"author":"CDG","twitter_card":"summary_large_image","twitter_creator":"@MicroAnalytic11","twitter_misc":{"Written by":"CDG","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#article","isPartOf":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/"},"author":{"name":"CDG","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#\/schema\/person\/84db2eae9183261b17b2280646687289"},"headline":"Machine Learning and DES","datePublished":"2025-05-22T15:33:58+00:00","dateModified":"2025-05-22T15:36:42+00:00","mainEntityOfPage":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/"},"wordCount":340,"publisher":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#organization"},"image":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#primaryimage"},"thumbnailUrl":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg","articleSection":["Projects"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/","url":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/","name":"Machine Learning and DES - Microanalytical Chemistry Lab","isPartOf":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#website"},"primaryImageOfPage":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#primaryimage"},"image":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#primaryimage"},"thumbnailUrl":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg","datePublished":"2025-05-22T15:33:58+00:00","dateModified":"2025-05-22T15:36:42+00:00","breadcrumb":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#primaryimage","url":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg","contentUrl":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/04\/ML_DES.jpg","width":750,"height":750,"caption":"ML DES"},{"@type":"BreadcrumbList","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/ai-des\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/scienceweb.clemson.edu\/uacl\/"},{"@type":"ListItem","position":2,"name":"Machine Learning and DES"}]},{"@type":"WebSite","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#website","url":"https:\/\/scienceweb.clemson.edu\/uacl\/","name":"Microanalytical Chemistry Lab","description":"From materials to sensors","publisher":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/scienceweb.clemson.edu\/uacl\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#organization","name":"Microanalytical Chemistry Lab","url":"https:\/\/scienceweb.clemson.edu\/uacl\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#\/schema\/logo\/image\/","url":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/03\/LOGO_MicroAnChemLab_RGB_OrngReg-300.jpg","contentUrl":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-content\/uploads\/sites\/46\/2025\/03\/LOGO_MicroAnChemLab_RGB_OrngReg-300.jpg","width":300,"height":69,"caption":"Microanalytical Chemistry Lab"},"image":{"@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/scienceweb.clemson.edu\/uacl\/#\/schema\/person\/84db2eae9183261b17b2280646687289","name":"CDG","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/39eec084bbed887773c40bc65abe034209961b7bfb62ec393b3803e912edb000?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/39eec084bbed887773c40bc65abe034209961b7bfb62ec393b3803e912edb000?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/39eec084bbed887773c40bc65abe034209961b7bfb62ec393b3803e912edb000?s=96&d=mm&r=g","caption":"CDG"},"sameAs":["https:\/\/scienceweb.clemson.edu\/uacl\/","https:\/\/www.linkedin.com\/in\/carlos-garcia-b859314\/","https:\/\/x.com\/MicroAnalytic11"],"url":"https:\/\/scienceweb.clemson.edu\/uacl\/author\/carlos\/"}]}},"_links":{"self":[{"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/posts\/14404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/comments?post=14404"}],"version-history":[{"count":0,"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/posts\/14404\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/media\/11750"}],"wp:attachment":[{"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/media?parent=14404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/categories?post=14404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/scienceweb.clemson.edu\/uacl\/wp-json\/wp\/v2\/tags?post=14404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}