{"id":94347,"date":"2021-10-15T12:00:00","date_gmt":"2021-10-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-766d25ad27ae5fc4bfbff39563c1373b45ab27ba9466d1600304b33d117ca5f4e2766d25ad27ae5fc4bfbff39563c1373b45ab27ba9466d1600304b33d117ca5f488\/"},"modified":"2024-09-25T14:02:58","modified_gmt":"2024-09-25T12:02:58","slug":"ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%e2%88%92-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%e2%88%92-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen\/","title":{"rendered":"Deriving Machining Processes from Technical Drawings"},"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;\">&#8722;<\/td>\n<td style=\"text-align:right;\">27,55 \u20ac<\/td>\n<tr>\n<tr>\n<td>Expert<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">26,10 \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=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94347\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=94347&#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\/blechbearbeitung\/\">Blechbearbeitung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/cloud-manufacturing\/\">cloud manufacturing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/computer-aided-process-planning\/\">computer aided process planning<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/convolutional-neural-networks\/\">convolutional neural networks<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/multi-label-image-classification\/\">multi-label image classification<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/technische-zeichnung\/\">Technische Zeichnung<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Deriving%20Machining%20Processes%20from%20Technical%20Drawings - https:\/\/industry-science.com\/en\/articles\/ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%e2%88%92-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen\/\" 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\/ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%e2%88%92-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen\/\" 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\/ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%e2%88%92-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen\/\" 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=Deriving%20Machining%20Processes%20from%20Technical%20Drawings&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Farticles%2Fableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%25e2%2588%2592-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen%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\/ableitung-von-bearbeitungsprozessen-aus-technischen-zeichnungen-%e2%88%92-ein-ansatz-fuer-cloud-manufacturing-plattformen-unter-verwendung-von-kuenstlichen-neuronalen-netzen\/&title=Deriving%20Machining%20Processes%20from%20Technical%20Drawings\" 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>Einer der Erfolgsfaktoren f\u00fcr die Realisierung von Cloud-Manufacturing-Plattformen ist die Geschwindigkeit, mit der Angebote generiert werden k\u00f6nnen. Um aus dem Kundenauftrag m\u00f6glichst automatisiert die Planungsprozesse der Plattform zu unterst\u00fctzen extrahieren wir Bearbeitungsprozesse aus technischen Zeichnungen mittels eines k\u00fcnstlichen neuronalen Netzes. Dabei werden die Probleme der Multi-Label-Bildklassifikation und eines unsymmetrischen Datensatzes behandelt. Abschlie\u00dfend wird die Leistungsf\u00e4higkeit des Datensatzes an den Testdaten demonstriert und ein rekursives Verfahren zur Verbesserung des Systems im laufenden Betrieb beschrieben.<\/p>\n","protected":false},"featured_media":96099,"menu_order":0,"template":"","categories":[],"tags":[78153,78147,78151,76522,78150,78152],"product_cat":[3300],"topic":[],"technology":[67790],"knowhow":[],"industry":[],"writer":[83402,83401,83403],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":{"0":"post-94347","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"tag-blechbearbeitung","7":"tag-cloud-manufacturing","8":"tag-computer-aided-process-planning","9":"tag-convolutional-neural-networks","10":"tag-multi-label-image-classification","11":"tag-technische-zeichnung","12":"product_cat-article","13":"technology-artificial-intelligence","14":"writer-johannes-duemmel-en","15":"writer-lena-bergmann-en","16":"writer-yinglai-tang-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\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/bergmann-Deriving-Machining-Processes-from-Technical-Drawings_IM-2021-5-1400x788-64x36.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":"Einer der Erfolgsfaktoren f\u00fcr die Realisierung von Cloud-Manufacturing-Plattformen ist die Geschwindigkeit, mit der Angebote generiert werden k\u00f6nnen. Um aus dem Kundenauftrag m\u00f6glichst automatisiert die Planungsprozesse der Plattform zu unterst\u00fctzen extrahieren wir Bearbeitungsprozesse aus technischen Zeichnungen mittels eines k\u00fcnstlichen neuronalen Netzes. Dabei werden die Probleme der Multi-Label-Bildklassifikation und eines unsymmetrischen Datensatzes behandelt. Abschlie\u00dfend wird die Leistungsf\u00e4higkeit&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/94347","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\/96099"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=94347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=94347"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=94347"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=94347"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=94347"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=94347"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=94347"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=94347"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=94347"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=94347"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=94347"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=94347"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=94347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}