{"id":787,"date":"2026-09-18T17:10:19","date_gmt":"2026-09-18T15:10:19","guid":{"rendered":"https:\/\/anr-cmio.gm.umontpellier.fr\/?p=787"},"modified":"2026-09-18T17:10:19","modified_gmt":"2026-09-18T15:10:19","slug":"paper-alert-integrated-libs-epma-and-multivariate-statistical-analysis-a-powerful-workflow-for-ge-bearing-mineral-characterization-and-high-tech-critical-metals-exploration","status":"publish","type":"post","link":"https:\/\/anr-cmio.gm.umontpellier.fr\/?p=787","title":{"rendered":"Paper alert: Integrated LIBS-EPMA and multivariate statistical analysis a powerful workflow for Ge-bearing mineral characterization and high-tech critical metals exploration"},"content":{"rendered":"<p><span class=\"a44d999b _8af13711 _727090de d770a21d\" tabindex=\"-1\" data-testid=\"expandable-text-box\">Comment d\u00e9tecter un m\u00e9tal critique concentr\u00e9 \u00e0 seulement quelques centaines de ppm dans un min\u00e9ral ?<\/p>\n<p>C&#8217;est pr\u00e9cis\u00e9ment le d\u00e9fi auquel nous avons cherch\u00e9 \u00e0 r\u00e9pondre dans notre dernier article, d\u00e9sormais publi\u00e9 dans Minerals.<\/p>\n<p>Le germanium (Ge) est un m\u00e9tal critique essentiel \u00e0 de nombreuses technologies de pointe, mais il est g\u00e9n\u00e9ralement pr\u00e9sent \u00e0 l&#8217;\u00e9tat de traces, ce qui rend sa d\u00e9tection et sa caract\u00e9risation particuli\u00e8rement complexes.<\/p>\n<p>Dans cette \u00e9tude, nous proposons une m\u00e9thodologie multi-\u00e9chelle combinant LIBS, EPMA et analyses statistiques multivari\u00e9es pour d\u00e9tecter, cartographier et quantifier le germanium dans des min\u00e9ralisations Pb-Zn de la mine historique des Malines (30). \ud83e\udea8<\/p>\n<p>Nos r\u00e9sultats montrent notamment que la distribution du germanium est contr\u00f4l\u00e9e par les conditions locales de croissance des min\u00e9raux plut\u00f4t que par leur composition globale.<br \/>\nCette approche ouvre de nouvelles perspectives pour cibler plus efficacement les enrichissements en m\u00e9taux critiques, avec un potentiel d&#8217;application \u00e0 d&#8217;autres \u00e9l\u00e9ments strat\u00e9giques comme le gallium ou l&#8217;indium en plus de proposer un workflow multi \u00e9chelle permettant de passer de plusieurs centim\u00e8tres carr\u00e9s au micron. \ud83d\udd0e<\/p>\n<p>Je suis particuli\u00e8rement heureux de voir ce travail aboutir, puisqu&#8217;il s&#8217;agit de mon premier article scientifique au laboratoire <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/company\/institutsciencesterre\/\" aria-label=\"Voir l\u2019entreprise\u00a0: ISTerre - Institut des Sciences de la Terre\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1330\">ISTerre &#8211; Institut des Sciences de la Terre<\/span><\/strong><\/a><\/span>.<\/p>\n<p>Un grand merci \u00e0 l&#8217;ensemble des co-auteurs pour leur confiance, leur expertise et cette collaboration qui a permis d&#8217;aboutir \u00e0 cette publication:<\/p>\n<p><span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/in\/emilie-janots-b9500b2a0\/\" aria-label=\"Voir le profil de Emilie Janots\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1613\">Emilie Janots<\/span><\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/in\/b%C3%A9n%C3%A9dicte-cenki-tok-phd-b3327b48\/\" aria-label=\"Voir le profil de B\u00e9n\u00e9dicte Cenki-Tok, PhD\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1627\">B\u00e9n\u00e9dicte Cenki-Tok, PhD<\/span><\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/in\/octave-reignier-b7465385\/\" aria-label=\"Voir le profil de Octave REIGNIER\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1652\">Octave REIGNIER<\/span><\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/in\/dennis-lahond%C3%A8s-09818242\/\" aria-label=\"Voir le profil de Dennis Lahond\u00e8s\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1668\">Dennis Lahond\u00e8s<\/span><\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/in\/etienne-le-goff-77042833\/\" aria-label=\"Voir le profil de Etienne Le Goff\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1684\">Etienne Le Goff<\/span><\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/in\/jeremie-melleton\/\" aria-label=\"Voir le profil de Jeremie Melleton\"><strong><span class=\"d770a21d\" data-sdui-anchor-id=\"commentary-oEeQK2Mvgdq8Ryxb4MgHP0_eFr0ddkVCnbRdNDdW6c0-cf524a93-3502-4d2f-9ee8-2a2c9bace01b::1700\">Jeremie Melleton<\/span><\/strong><\/a><\/span> Valentina Batanova et Vincent Motto-Ros<\/p>\n<p>Je serai ravi d&#8217;\u00e9changer avec celles et ceux qui s&#8217;int\u00e9ressent aux m\u00e9taux critiques, \u00e0 l&#8217;exploration mini\u00e8re, \u00e0 la g\u00e9ochimie ou aux m\u00e9thodes analytiques appliqu\u00e9es aux g\u00e9osciences.<\/p>\n<p><span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23criticalrawmaterials&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #criticalrawmaterials\"><strong>#CriticalRawMaterials<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23criticalmetals&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #criticalmetals\"><strong>#CriticalMetals<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23germanium&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #germanium\"><strong>#Germanium<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23mineralexploration&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #mineralexploration\"><strong>#MineralExploration<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23economicgeology&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #economicgeology\"><strong>#EconomicGeology<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23geochemistry&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #geochemistry\"><strong>#Geochemistry<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23libs&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #libs\"><strong>#LIBS<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23epma&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #epma\"><strong>#EPMA<\/strong><\/a><\/span> <span class=\"_1da9d661 d770a21d\"><a class=\"_52727ad1 _51788a11\" href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23mining&amp;origin=HASH_TAG_FROM_FEED\" aria-label=\"Voir le hashtag\u00a0: #mining\"><strong>#Mining<\/strong><\/a><\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><em>How to cite:<\/em><\/p>\n<p>Afanassieff, N., Janots, E., Reignier O., Motto-Ros, V., Batanova, V., Lahond\u00e8s, D., Le Go\ufb00, E., Melleton, J. &amp; Cenki, B. (2026). Integrated LIBS-EPMA and Multivariate Statistical Analysis for Ge-Bearing Mineral Characterization: A Tool for High-Tech Critical Metals Exploration. Minerals, 16, 685.<\/p>\n<p><a href=\"https:\/\/doi.org\/10.3390\/min16070685\" target=\"_blank\" rel=\"noopener\"><u>https:\/\/doi.org\/10.3390\/min16070685<\/u><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Comment d\u00e9tecter un m\u00e9tal critique concentr\u00e9 \u00e0 seulement quelques centaines de ppm dans un min\u00e9ral ? C&#8217;est pr\u00e9cis\u00e9ment le d\u00e9fi auquel nous avons cherch\u00e9 \u00e0 r\u00e9pondre dans notre dernier article, d\u00e9sormais publi\u00e9 dans Minerals. Le germanium (Ge) est un m\u00e9tal &hellip; <a href=\"https:\/\/anr-cmio.gm.umontpellier.fr\/?p=787\">Continuer la lecture <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":3,"featured_media":788,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12,7],"tags":[],"table_tags":[],"class_list":["post-787","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-publications"],"_links":{"self":[{"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/posts\/787","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=787"}],"version-history":[{"count":1,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/posts\/787\/revisions"}],"predecessor-version":[{"id":789,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/posts\/787\/revisions\/789"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=\/wp\/v2\/media\/788"}],"wp:attachment":[{"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=787"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=787"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=787"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/anr-cmio.gm.umontpellier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Ftable_tags&post=787"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}