{"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\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":[],"product_cat":[],"topic":[],"technology":[68446,71297],"knowhow":[],"industry":[],"writer":[82326,83255],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":["post-94075","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate-en","category-typeset","technology-augmented-reality-en","technology-machine-learning","writer-joachim-metternich-en","writer-marvin-mueller-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\/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}]}}