{"id":29401,"date":"2026-04-08T13:12:19","date_gmt":"2026-04-08T11:12:19","guid":{"rendered":"https:\/\/materialneutral.info\/?p=29401"},"modified":"2026-04-08T13:37:44","modified_gmt":"2026-04-08T11:37:44","slug":"new-impulses-for-materials-science-using-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/","title":{"rendered":"New Impulses for Materials Science Using Artificial Intelligence"},"content":{"rendered":"<p>Researchers at the Karlsruhe Institute of Technology (KIT), Germany in collaboration with partners, are demonstrating how artificial intelligence (AI) can help identify new research ideas in materials science. In a recent study, they analyse large volumes of scientific literature using a combination of large language models and machine learning. This allows trends, previously overlooked connections and potential new research approaches to be systematically identified.<\/p>\n<p>Given the rapidly growing number of publications, even experts are finding it increasingly difficult to keep track of everything. &#x201C;Our aim is to support researchers in creative thinking processes by highlighting new research questions and potential collaborations between disciplines,&#x201D; says Professor Pascal Friederich from KIT.<\/p>\n<p>The work underscores the importance of materials science as an interdisciplinary field spanning technologies from energy solutions to medical technology.<\/p>\n<p>The study has been published in Nature Machine Intelligence: Marwitz, T., Colsmann, A., Breitung, B. et al. Predicting new research directions in materials science using large language models and concept graphs. Nat Mach Intell (2026). <a href=\"https:\/\/doi.org\/10.1038\/s42256-026-01206-y\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1038\/s42256-026-01206-y<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Researchers at the Karlsruhe Institute of Technology (KIT), Germany in collaboration with partners, are demonstrating how artificial intelligence (AI) can [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":29399,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[27],"tags":[],"class_list":["post-29401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>New Impulses for Materials Science Using Artificial Intelligence - MANTRA<\/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:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"New Impulses for Materials Science Using Artificial Intelligence - MANTRA\" \/>\n<meta property=\"og:description\" content=\"Researchers at the Karlsruhe Institute of Technology (KIT), Germany in collaboration with partners, are demonstrating how artificial intelligence (AI) can [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/\" \/>\n<meta property=\"og:site_name\" content=\"MANTRA\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-08T11:12:19+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-08T11:37:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/materialneutral.info\/wp-content\/uploads\/2026\/04\/Daten-KI_NicoElNino-adobestock.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2000\" \/>\n\t<meta property=\"og:image:height\" content=\"1333\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Katja Nau\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Katja Nau\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/\"},\"author\":{\"name\":\"Katja Nau\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#\\\/schema\\\/person\\\/5998ec6afba16bf999f19384f8d12efa\"},\"headline\":\"New Impulses for Materials Science Using Artificial Intelligence\",\"datePublished\":\"2026-04-08T11:12:19+00:00\",\"dateModified\":\"2026-04-08T11:37:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/\"},\"wordCount\":178,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/materialneutral.info\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Daten-KI_NicoElNino-adobestock.jpg\",\"articleSection\":[\"News\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/\",\"url\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/\",\"name\":\"New Impulses for Materials Science Using Artificial Intelligence - MANTRA\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/materialneutral.info\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Daten-KI_NicoElNino-adobestock.jpg\",\"datePublished\":\"2026-04-08T11:12:19+00:00\",\"dateModified\":\"2026-04-08T11:37:44+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#primaryimage\",\"url\":\"https:\\\/\\\/materialneutral.info\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Daten-KI_NicoElNino-adobestock.jpg\",\"contentUrl\":\"https:\\\/\\\/materialneutral.info\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Daten-KI_NicoElNino-adobestock.jpg\",\"width\":2000,\"height\":1333,\"caption\":\"Bildquelle: NicoElNino\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/new-impulses-for-materials-science-using-artificial-intelligence\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"New Impulses for Materials Science Using Artificial Intelligence\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/\",\"name\":\"MANTRA\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#organization\",\"name\":\"MANTRA\",\"url\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/materialneutral.info\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/logo_white_1.svg\",\"contentUrl\":\"https:\\\/\\\/materialneutral.info\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/logo_white_1.svg\",\"width\":436,\"height\":153,\"caption\":\"MANTRA\"},\"image\":{\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/#\\\/schema\\\/person\\\/5998ec6afba16bf999f19384f8d12efa\",\"name\":\"Katja Nau\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8477bd56dac5f592bd187091d839c4185f69700dd9d2582ce3c900474a37be8c?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8477bd56dac5f592bd187091d839c4185f69700dd9d2582ce3c900474a37be8c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8477bd56dac5f592bd187091d839c4185f69700dd9d2582ce3c900474a37be8c?s=96&d=mm&r=g\",\"caption\":\"Katja Nau\"},\"url\":\"https:\\\/\\\/materialneutral.info\\\/en\\\/author\\\/katja-nau\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"New Impulses for Materials Science Using Artificial Intelligence - MANTRA","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:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/","og_locale":"en_US","og_type":"article","og_title":"New Impulses for Materials Science Using Artificial Intelligence - MANTRA","og_description":"Researchers at the Karlsruhe Institute of Technology (KIT), Germany in collaboration with partners, are demonstrating how artificial intelligence (AI) can [&hellip;]","og_url":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/","og_site_name":"MANTRA","article_published_time":"2026-04-08T11:12:19+00:00","article_modified_time":"2026-04-08T11:37:44+00:00","og_image":[{"width":2000,"height":1333,"url":"https:\/\/materialneutral.info\/wp-content\/uploads\/2026\/04\/Daten-KI_NicoElNino-adobestock.jpg","type":"image\/jpeg"}],"author":"Katja Nau","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Katja Nau","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#article","isPartOf":{"@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/"},"author":{"name":"Katja Nau","@id":"https:\/\/materialneutral.info\/en\/#\/schema\/person\/5998ec6afba16bf999f19384f8d12efa"},"headline":"New Impulses for Materials Science Using Artificial Intelligence","datePublished":"2026-04-08T11:12:19+00:00","dateModified":"2026-04-08T11:37:44+00:00","mainEntityOfPage":{"@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/"},"wordCount":178,"commentCount":0,"publisher":{"@id":"https:\/\/materialneutral.info\/en\/#organization"},"image":{"@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#primaryimage"},"thumbnailUrl":"https:\/\/materialneutral.info\/wp-content\/uploads\/2026\/04\/Daten-KI_NicoElNino-adobestock.jpg","articleSection":["News"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/","url":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/","name":"New Impulses for Materials Science Using Artificial Intelligence - MANTRA","isPartOf":{"@id":"https:\/\/materialneutral.info\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#primaryimage"},"image":{"@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#primaryimage"},"thumbnailUrl":"https:\/\/materialneutral.info\/wp-content\/uploads\/2026\/04\/Daten-KI_NicoElNino-adobestock.jpg","datePublished":"2026-04-08T11:12:19+00:00","dateModified":"2026-04-08T11:37:44+00:00","breadcrumb":{"@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#primaryimage","url":"https:\/\/materialneutral.info\/wp-content\/uploads\/2026\/04\/Daten-KI_NicoElNino-adobestock.jpg","contentUrl":"https:\/\/materialneutral.info\/wp-content\/uploads\/2026\/04\/Daten-KI_NicoElNino-adobestock.jpg","width":2000,"height":1333,"caption":"Bildquelle: NicoElNino"},{"@type":"BreadcrumbList","@id":"https:\/\/materialneutral.info\/en\/new-impulses-for-materials-science-using-artificial-intelligence\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/materialneutral.info\/en\/"},{"@type":"ListItem","position":2,"name":"New Impulses for Materials Science Using Artificial Intelligence"}]},{"@type":"WebSite","@id":"https:\/\/materialneutral.info\/en\/#website","url":"https:\/\/materialneutral.info\/en\/","name":"MANTRA","description":"","publisher":{"@id":"https:\/\/materialneutral.info\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/materialneutral.info\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/materialneutral.info\/en\/#organization","name":"MANTRA","url":"https:\/\/materialneutral.info\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/materialneutral.info\/en\/#\/schema\/logo\/image\/","url":"https:\/\/materialneutral.info\/wp-content\/uploads\/2024\/05\/logo_white_1.svg","contentUrl":"https:\/\/materialneutral.info\/wp-content\/uploads\/2024\/05\/logo_white_1.svg","width":436,"height":153,"caption":"MANTRA"},"image":{"@id":"https:\/\/materialneutral.info\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/materialneutral.info\/en\/#\/schema\/person\/5998ec6afba16bf999f19384f8d12efa","name":"Katja Nau","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/8477bd56dac5f592bd187091d839c4185f69700dd9d2582ce3c900474a37be8c?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/8477bd56dac5f592bd187091d839c4185f69700dd9d2582ce3c900474a37be8c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8477bd56dac5f592bd187091d839c4185f69700dd9d2582ce3c900474a37be8c?s=96&d=mm&r=g","caption":"Katja Nau"},"url":"https:\/\/materialneutral.info\/en\/author\/katja-nau\/"}]}},"_links":{"self":[{"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/posts\/29401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/comments?post=29401"}],"version-history":[{"count":1,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/posts\/29401\/revisions"}],"predecessor-version":[{"id":29402,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/posts\/29401\/revisions\/29402"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/media\/29399"}],"wp:attachment":[{"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/media?parent=29401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/categories?post=29401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/materialneutral.info\/en\/wp-json\/wp\/v2\/tags?post=29401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}