{"id":94075,"date":"2021-12-15T12:00:00","date_gmt":"2021-12-15T11:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=94075"},"modified":"2025-07-25T18:35:03","modified_gmt":"2025-07-25T16:35:03","slug":"assistance-systems-through-natural-language-processing-%e2%88%92-implementation-strategies-for-the-shop-floor","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/assistance-systems-through-natural-language-processing-%e2%88%92-implementation-strategies-for-the-shop-floor\/","title":{"rendered":"Assistance Systems Through Natural Language Processing"},"content":{"rendered":"<hr>\n<div class=\"gito-pub-content-bibliography\">\n<h2>Bibliography <\/h2>\n[1] P\u00f6tters, P.; Schindler, P.; Leyendecker, B.: Status quo Shopfloor Management. ZWF 2018;113(7-8):522\u20135. DOI: doi.org\/10.3139\/104.111948.<br \/>\n[2] Longard, L.; Mei\u00dfner, A.; M\u00fcller, M.; Metternich, J.: Digitales Shopfloor Management \u2013 Wohin geht die Reise? ZWF 2020;115(9):645\u20139. DOI: doi.org\/10.3139\/104.112358.<br \/>\n[3] Peters, R.: Shopfloor-Management: F\u00fchren am Ort der Wertsch\u00f6pfung. Stuttgart 2009.<br \/>\n[4] Otter, D. W.; Medina, J. R.; Kalita, J. K.: A Survey of the Usages of Deep Learning for Natural Language Processing. IEEE Transactions on Neural Networks and Learning Systems 2020:1\u201321. DOI: doi.org\/10.1109\/TNNLS.2020.2979670.<br \/>\n[5] Hertle, C.; Tisch, M.; Metternich, J.; Abele, E.: Das Darmst\u00e4dter Shopfloor Management-Modell. ZWF 2017;112(3):118\u201321. DOI: doi.org\/10.3139\/104.111675.<br \/>\n[6] M\u00fcller, M.; Alexandi, E.; Metternich, J.: Digital shop floor management enhanced by natural language processing. Procedia CIRP 2020.<br \/>\n[7] Andrews, Nicholas O.; Fox, Edward A. (2007): Recent Developments in Document Clustering. Blacksburg, Va, Department of Computer Science, Virginia Tech.<br \/>\n[8] Klahold, A. Empfehlungssysteme: Recommender Systems \u2013 Grundlagen, Konzepte und L\u00f6sungen. Wiesbaden 2009.<\/div>\n<div id=\"download-section\" class=\"gito-pub-download-section\" style=\"text-align:center;margin:20px;\">\n<h2>Your downloads<\/h2>\n<p><button style=\"font-size:14px;margin-right:15px;\" class=\"button gito-pub-cpt-download-button\" data-postid=\"94075\" data-userid =\"0\" data-filename=\"mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF<\/button><\/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\/assistance-systems\/\">assistance systems<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digital-shop-floor-management\/\">digital shop floor management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/implementation-strategy\/\">implementation strategy<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/natural-language-processing\/\">natural language processing<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Assistance%20Systems%20Through%20Natural%20Language%20Processing - https:\/\/industry-science.com\/en\/articles\/assistance-systems-through-natural-language-processing-%e2%88%92-implementation-strategies-for-the-shop-floor\/\" 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\/assistance-systems-through-natural-language-processing-%e2%88%92-implementation-strategies-for-the-shop-floor\/\" 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\/assistance-systems-through-natural-language-processing-%e2%88%92-implementation-strategies-for-the-shop-floor\/\" 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=Assistance%20Systems%20Through%20Natural%20Language%20Processing&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Farticles%2Fassistance-systems-through-natural-language-processing-%25e2%2588%2592-implementation-strategies-for-the-shop-floor%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\/assistance-systems-through-natural-language-processing-%e2%88%92-implementation-strategies-for-the-shop-floor\/&title=Assistance%20Systems%20Through%20Natural%20Language%20Processing\" 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>The future of shop floor management (SFM) lies in its digitization. The visualization of key performance indicators is already supported by various providers or set up by companies themselves to save time. But particularly valuable in SFM is the sustainable problem solving, which contains the knowledge of the employees in text. Therefore, approaches from Natural Language Processing (NLP) are applied to these text data to realize assistance functions. This article provides situation-specific implementation strategies.<\/p>\n","protected":false},"featured_media":96123,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[74247,77738,75829,74812],"product_cat":[],"topic":[],"technology":[68446,71297],"knowhow":[],"industry":[],"writer":[82326,83255],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":{"0":"post-94075","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"category-design-en","7":"category-translate-en","8":"category-typeset","9":"tag-assistance-systems","10":"tag-digital-shop-floor-management","11":"tag-implementation-strategy","12":"tag-natural-language-processing","13":"technology-augmented-reality-en","14":"technology-machine-learning","15":"writer-joachim-metternich-en","16":"writer-marvin-mueller-en","17":"product","18":"first","19":"instock","20":"downloadable","21":"virtual","22":"sold-individually","23":"taxable","24":"purchasable","25":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/mueller_Assistenzsysteme_durch_Natural_Language_Processing_IM_6_2021-1400x788-64x36.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":"The future of shop floor management (SFM) lies in its digitization. The visualization of key performance indicators is already supported by various providers or set up by companies themselves to save time. But particularly valuable in SFM is the sustainable problem solving, which contains the knowledge of the employees in text. Therefore, approaches from Natural&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94075","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\/96123"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=94075"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=94075"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=94075"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=94075"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=94075"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=94075"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=94075"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=94075"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=94075"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=94075"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=94075"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=94075"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=94075"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}