{"id":345636,"date":"2024-05-05T23:24:19","date_gmt":"2024-05-05T21:24:19","guid":{"rendered":"https:\/\/sauldie.org\/de\/kombinatorische-optimierung-mit-ki\/"},"modified":"2024-05-05T23:24:19","modified_gmt":"2024-05-05T21:24:19","slug":"combinatorial-optimisation-with-ai","status":"publish","type":"post","link":"https:\/\/risawave.org\/en\/kombinatorische-optimierung-mit-ki\/","title":{"rendered":"Combinatorial Optimisation with AI (Glossary)"},"content":{"rendered":"<p>Combinatorial optimization with AI is particularly important in the fields of artificial intelligence, automation, and Industry 4.0. It involves finding the best solution to a problem from a vast number of possible combinations. This sounds abstract, but it happens quite automatically in many everyday situations.<\/p>\n<p>A practical example: In a modern factory, orders, machines, and materials must be optimally coordinated. There are millions of ways to organise workflows, travel paths, or machine deployments. With conventional methods, it often takes too long to find the best combination. This is where Artificial Intelligence comes in: it can rapidly simulate millions of scenarios and propose the most efficient solution.<\/p>\n<p>Combinatorial optimisation with AI therefore means that computers help to optimally solve complex problems in the shortest possible time \u2013 and often much better than humans could alone. This allows resources to be saved, production times to be shortened, and costs to be reduced. For example, a delivery service becomes faster, a factory becomes more environmentally friendly, and a production process becomes more flexible.<\/p>","protected":false},"excerpt":{"rendered":"<p>Kombinatorische Optimierung mit KI ist besonders wichtig in den Bereichen K\u00fcnstliche Intelligenz, Automatisierung und Industrie und Fabrik 4.0. Hier geht es darum, aus einer riesigen Zahl an m\u00f6glichen Kombinationen die beste L\u00f6sung f\u00fcr ein Problem zu finden. Das klingt abstrakt, passiert aber in vielen allt\u00e4glichen Situationen ganz automatisch. Ein praktisches Beispiel: In einer modernen Fabrik &#8230; <a title=\"Combinatorial Optimisation with AI (Glossary)\" class=\"read-more\" href=\"https:\/\/risawave.org\/en\/kombinatorische-optimierung-mit-ki\/\" aria-label=\"Read more about Kombinatorische Optimierung mit KI (Glossar)\">Read more<\/a><\/p>","protected":false},"author":2,"featured_media":345635,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ef_editorial_meta_date_first-draft-date":"","_ef_editorial_meta_paragraph_assignment":"","_ef_editorial_meta_checkbox_needs-photo":"","_ef_editorial_meta_number_word-count":"","footnotes":""},"categories":[26,28,90,20,4203],"tags":[247,69,1270,1271,1272],"class_list":["post-345636","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automatisierung","category-digitale-transformation","category-industrie-fabrik-4-0","category-kiroi-blog","category-sanjay-sauldie-glossar","tag-3ddruck","tag-innovationdurchachtsamkeit","tag-kostenersparnis","tag-lieferkette","tag-wertschoepfung","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-25"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Kombinatorische Optimierung mit KI<\/title>\n<meta name=\"description\" content=\"Kombinatorische Optimierung mit KI: Entdecken Sie, wie KI Prozesse effizienter macht! Jetzt mehr erfahren und profitieren!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/risawave.org\/en\/combinatorial-optimisation-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kombinatorische Optimierung mit KI (Glossar)\" \/>\n<meta property=\"og:description\" content=\"Kombinatorische Optimierung mit KI (Glossar) - - risawave.org\" \/>\n<meta property=\"og:url\" content=\"https:\/\/risawave.org\/en\/combinatorial-optimisation-with-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"risawave.org\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-05T21:24:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/risawave.org\/wp-content\/uploads\/2025\/09\/kombinatorische-optimierung-mit-ki.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"1350\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sanjay Sauldie (M.Sc.)\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sanjay Sauldie (M.Sc.)\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/\"},\"author\":{\"name\":\"Sanjay Sauldie (M.Sc.)\",\"@id\":\"https:\\\/\\\/risawave.org\\\/#\\\/schema\\\/person\\\/a88d2a92d710b97d3eaaca6aa2a70fc4\"},\"headline\":\"Kombinatorische Optimierung mit KI (Glossar)\",\"datePublished\":\"2024-05-05T21:24:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/\"},\"wordCount\":180,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/kombinatorische-optimierung-mit-ki.jpg\",\"keywords\":[\"#3DDruck\",\"#InnovationDurchAchtsamkeit\",\"#Kostenersparnis\",\"#Lieferkette\",\"#Wertsch\u00f6pfung\"],\"articleSection\":[\"Automatisierung\",\"Digitale Transformation\",\"Industrie und Fabrik 4.0\",\"K\u00fcnstliche Intelligenz\",\"KI Glossar\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/en\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/\",\"url\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/\",\"name\":\"Kombinatorische Optimierung mit KI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/kombinatorische-optimierung-mit-ki\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/kombinatorische-optimierung-mit-ki.jpg\",\"datePublished\":\"2024-05-05T21:24:19+00:00\",\"description\":\"Kombinatorische Optimierung mit KI: Entdecken Sie, wie KI Prozesse effizienter macht! 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