{"id":3832,"date":"2026-02-23T15:59:34","date_gmt":"2026-02-23T14:59:34","guid":{"rendered":"https:\/\/www-preprod.cnrs-imn.fr\/projects-collaborations\/academic-projects\/pepr-diademe-explormat\/"},"modified":"2026-04-01T12:18:04","modified_gmt":"2026-04-01T10:18:04","slug":"pepr-diademe-explormat","status":"publish","type":"page","link":"https:\/\/www.cnrs-imn.fr\/en\/projects-collaborations\/academic-projects\/pepr-diademe-explormat\/","title":{"rendered":"PEPR DIADEME EXPLORMAT"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.56%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:2.56%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1 labelboxlight\" style=\"--awb-font-size:12px;--awb-text-font-family:&quot;Libre Franklin&quot;;--awb-text-font-style:normal;--awb-text-font-weight:600;\"><p>PEPR project<\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Accelerated exploration of a chemical system to discover new materials for photovoltaics and low-energy lighting.<\/h2><\/div><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-bottom:20px;width:100%;max-width:200px;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color6);border-color:var(--awb-color6);border-top-width:7px;\"><\/div><\/div><div class=\"fusion-text fusion-text-2\"><p><strong>Dates:<\/strong><br \/>\nStart 2022<\/p>\n<p><strong>Project coordinator:<\/strong><br \/>\nRomain GAUTIER, IMN, MIOPS team<\/p>\n<\/div><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-bottom:20px;width:100%;max-width:200px;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color6);border-color:var(--awb-color6);border-top-width:7px;\"><\/div><\/div><div class=\"fusion-text fusion-text-3\"><p>Traditional methods of discovering new materials are often time-consuming and repetitive. Recent advances in the application of off-the-shelf optimization algorithms within closed synthesis-characterization-prediction cycles have accelerated the discovery process. However, the chemical systems studied are predefined by the scientists and must be limited to a low dimension. Thus, machine learning methods, commonly used today in closed loops, are suitable for optimization but not for the discovery of exceptional new materials, as these optimization algorithms do not &#8220;think outside the box&#8221; created by scientists and, for this reason, cannot make revolutionary discoveries.   <\/p>\n<p><a href=\"https:\/\/www.pepr-diadem.fr\/projet\/explormat-2\/\" target=\"_blank\" rel=\"noopener\">EXPLORMAT project website  <\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":0,"parent":3331,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"footnotes":""},"class_list":["post-3832","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/pages\/3832","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/comments?post=3832"}],"version-history":[{"count":5,"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/pages\/3832\/revisions"}],"predecessor-version":[{"id":3878,"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/pages\/3832\/revisions\/3878"}],"up":[{"embeddable":true,"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/pages\/3331"}],"wp:attachment":[{"href":"https:\/\/www.cnrs-imn.fr\/en\/wp-json\/wp\/v2\/media?parent=3832"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}