{"id":11428,"date":"2026-08-04T07:32:24","date_gmt":"2026-08-04T05:32:24","guid":{"rendered":"https:\/\/felsaris.com\/?post_type=glossar&p=11428"},"modified":"2026-08-19T12:08:00","modified_gmt":"2026-08-19T10:08:00","slug":"machine-learning-in-engineering","status":"publish","type":"glossar","link":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/","title":{"rendered":"machine learning in engineering"},"content":{"rendered":"

Machine learning in engineering describes the use of learning models for technical development tasks. Typical applications include surrogate models for CFD and FEA, fast variant evaluation, optimization, quality prediction, sensitivity analysis and data-based model calibration. The value is especially high when classical simulations are too slow or many variants must be evaluated. Clean training data, physical understanding and validation against simulation or measurement are decisive.<\/p>\n","protected":false},"excerpt":{"rendered":"

Machine Learning in engineering uses data-driven models to accelerate simulations, optimize development processes and support technical decision-making. It is particularly effective for complex systems with many design variants.<\/p>\n","protected":false},"author":2,"featured_media":11630,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"class_list":["post-11428","glossar","type-glossar","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nMachine Learning in Engineering Explained | Felsaris<\/title>\n<meta name=\"description\" content=\"Where machine learning genuinely helps in product development: surrogate models, variant evaluation and optimisation \u2013 and where the limits are.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning in Engineering Explained | Felsaris\" \/>\n<meta property=\"og:description\" content=\"Where machine learning genuinely helps in product development: surrogate models, variant evaluation and optimisation \u2013 and where the limits are.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/\" \/>\n<meta property=\"og:site_name\" content=\"Felsaris\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-19T10:08:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/felsaris.com\/wp-content\/uploads\/2026\/08\/Machine-Learning-im-Engineering.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/\",\"url\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/\",\"name\":\"Machine Learning in Engineering Explained | Felsaris\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/felsaris.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Machine-Learning-im-Engineering.jpg\",\"datePublished\":\"2026-08-04T05:32:24+00:00\",\"dateModified\":\"2026-08-19T10:08:00+00:00\",\"description\":\"Where machine learning genuinely helps in product development: surrogate models, variant evaluation and optimisation \u2013 and where the limits are.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/#primaryimage\",\"url\":\"https:\\\/\\\/felsaris.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Machine-Learning-im-Engineering.jpg\",\"contentUrl\":\"https:\\\/\\\/felsaris.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Machine-Learning-im-Engineering.jpg\",\"width\":1200,\"height\":800,\"caption\":\"Machine Learning im Engineering \u2013 KI-gest\u00fctzte Bauteilanalyse bei Felsaris\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/glossar\\\/machine-learning-in-engineering\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Start\",\"item\":\"https:\\\/\\\/felsaris.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"machine learning in engineering\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/felsaris.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/felsaris.com\\\/en\\\/\",\"name\":\"Felsaris\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/felsaris.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning in Engineering Explained | Felsaris","description":"Where machine learning genuinely helps in product development: surrogate models, variant evaluation and optimisation \u2013 and where the limits are.","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:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/","og_locale":"en_US","og_type":"article","og_title":"Machine Learning in Engineering Explained | Felsaris","og_description":"Where machine learning genuinely helps in product development: surrogate models, variant evaluation and optimisation \u2013 and where the limits are.","og_url":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/","og_site_name":"Felsaris","article_modified_time":"2026-08-19T10:08:00+00:00","og_image":[{"width":1200,"height":800,"url":"https:\/\/felsaris.com\/wp-content\/uploads\/2026\/08\/Machine-Learning-im-Engineering.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/","url":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/","name":"Machine Learning in Engineering Explained | Felsaris","isPartOf":{"@id":"https:\/\/felsaris.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/#primaryimage"},"image":{"@id":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/#primaryimage"},"thumbnailUrl":"https:\/\/felsaris.com\/wp-content\/uploads\/2026\/08\/Machine-Learning-im-Engineering.jpg","datePublished":"2026-08-04T05:32:24+00:00","dateModified":"2026-08-19T10:08:00+00:00","description":"Where machine learning genuinely helps in product development: surrogate models, variant evaluation and optimisation \u2013 and where the limits are.","breadcrumb":{"@id":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/#primaryimage","url":"https:\/\/felsaris.com\/wp-content\/uploads\/2026\/08\/Machine-Learning-im-Engineering.jpg","contentUrl":"https:\/\/felsaris.com\/wp-content\/uploads\/2026\/08\/Machine-Learning-im-Engineering.jpg","width":1200,"height":800,"caption":"Machine Learning im Engineering \u2013 KI-gest\u00fctzte Bauteilanalyse bei Felsaris"},{"@type":"BreadcrumbList","@id":"https:\/\/felsaris.com\/en\/glossar\/machine-learning-in-engineering\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Start","item":"https:\/\/felsaris.com\/en\/"},{"@type":"ListItem","position":2,"name":"machine learning in engineering"}]},{"@type":"WebSite","@id":"https:\/\/felsaris.com\/en\/#website","url":"https:\/\/felsaris.com\/en\/","name":"Felsaris","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/felsaris.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/felsaris.com\/en\/wp-json\/wp\/v2\/glossar\/11428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/felsaris.com\/en\/wp-json\/wp\/v2\/glossar"}],"about":[{"href":"https:\/\/felsaris.com\/en\/wp-json\/wp\/v2\/types\/glossar"}],"author":[{"embeddable":true,"href":"https:\/\/felsaris.com\/en\/wp-json\/wp\/v2\/users\/2"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/felsaris.com\/en\/wp-json\/wp\/v2\/media\/11630"}],"wp:attachment":[{"href":"https:\/\/felsaris.com\/en\/wp-json\/wp\/v2\/media?parent=11428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}