{"id":92751,"date":"2016-12-15T12:00:00","date_gmt":"2016-12-15T11:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/industrial-data-science-machine-learning-for-technical-systems\/"},"modified":"2024-12-19T15:23:08","modified_gmt":"2024-12-19T14:23:08","slug":"industrial-data-science","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/industrial-data-science\/","title":{"rendered":"Industrial Data Science"},"content":{"rendered":"<p><!-- GITO PUB shortened content start --><\/p>\n<div class=\"gito-pub-frontend-post-protected\"><\/div>\n<p><!-- GITO PUB shortened content end --><\/p>\n<div style=\"display:block;text-align:center !important;margin:30px 0;\">\n<div style=\"display:inline-block;border:1px solid #555;padding:10px;max-width:600px;text-align:left;\">\n<h2 class=\"gito-pub-download-section\"><center>Access limited<\/center><\/h2>\n<p>You are currently <strong>not logged in \/ not yet registered<\/strong>.<\/p>\n<p>In order to download the desired file(s), you must be logged in and have an appropriate inclusive subscription. Alternatively, you can also obtain access by paying a one-off fee.<\/p>\n<div style=\"text-align:center;\">\n<table style=\"width:90% !important;margin-left:5% !important;\">\n<thead>\n<tr>\n<th>Subscription<\/th>\n<th style=\"text-align:center !important;\">included<\/th>\n<th style=\"text-align:right;\">Purchase<\/th>\n<tr><\/thead>\n<tbody>\n<tr>\n<td>without<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">29,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Digital<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Expert<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Professional<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr><\/tbody>\n<\/table>\n<p><button style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-login-register-link gito-pub-reporting-abo-button\" data-targetabo=\"digital\" data-targeturl=\"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/92751\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=92751&#038;quantity=1\" style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-reporting-abo-button\" data-type=\"abo-button-onetime\">Download for one time 29,00 \u20ac<\/a><\/p>\n<p><small>All prices include 7% VAT<\/small><\/p>\n<p><small>After purchasing access rights, you will automatically be redirected back to this page.<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/data-science-en\/\">Data Science<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/hybrid-modeling-en\/\">hybrid modeling<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/industrial-applications-en\/\">industrial applications<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/machine-learning-en\/\">machine learning<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/process-models-en\/\">process models<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Industrial%20Data%20Science - https:\/\/industry-science.com\/en\/articles\/industrial-data-science\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/industrial-data-science\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip facebook\" title=\"Share on Facebook\" aria-label=\"Share on Facebook\" rel=\"noopener nofollow\"><i class=\"icon-facebook\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/x.com\/share?url=https:\/\/industry-science.com\/en\/articles\/industrial-data-science\/\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip x\" title=\"Share on X\" aria-label=\"Share on X\" rel=\"noopener nofollow\"><i class=\"icon-x\" aria-hidden=\"true\"><\/i><\/a><a href=\"mailto:?subject=Industrial%20Data%20Science&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Farticles%2Findustrial-data-science%2F\" class=\"icon button circle is-outline tooltip email\" title=\"Email to a Friend\" aria-label=\"Email to a Friend\" rel=\"nofollow\"><i class=\"icon-envelop\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/industry-science.com\/en\/articles\/industrial-data-science\/&title=Industrial%20Data%20Science\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n","protected":false},"excerpt":{"rendered":"<p>Data Science is an established tool for knowledge discovery, in particular from economic data. The progressing digitization of products and production systems enables the broader application of Data Science in technical systems. However, the requirements and constraints, e.g. for control and optimization of production processes, differ significantly from established Data Science applications. Industrial Data Science addresses the issues of applying machine learning to technical systems in industrial setups. This article characterizes challenges of Industrial Data Science, gives application examples of and general indicators for Industrial Data Science.<\/p>\n","protected":false},"featured_media":97001,"menu_order":0,"template":"","categories":[],"tags":[80204,83809,83810,79574,83811],"product_cat":[3300],"topic":[],"technology":[67599,71297],"knowhow":[],"industry":[],"writer":[82396],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":["post-92751","article","type-article","status-publish","has-post-thumbnail","tag-data-science-en","tag-hybrid-modeling-en","tag-industrial-applications-en","tag-machine-learning-en","tag-process-models-en","product_cat-article","technology-analytics-en","technology-machine-learning","writer-felix-reinhart-en","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/reinhart-Industrial-Data-Science_IM-2016-6-1400x788-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Christoph Brocks","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Data Science is an established tool for knowledge discovery, in particular from economic data. The progressing digitization of products and production systems enables the broader application of Data Science in technical systems. However, the requirements and constraints, e.g. for control and optimization of production processes, differ significantly from established Data Science applications. Industrial Data Science&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/92751","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/97001"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=92751"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=92751"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=92751"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=92751"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=92751"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=92751"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=92751"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=92751"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=92751"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=92751"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=92751"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=92751"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=92751"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}