{"id":93431,"date":"2019-02-15T12:00:00","date_gmt":"2019-02-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/cluster-identification-of-sensor-data-a-predictive-maintenance-approach-for-selective-laser-melting-machines\/"},"modified":"2019-02-15T12:00:00","modified_gmt":"2019-02-15T12:00:00","slug":"cluster-identification-of-sensor-data-a-predictive-maintenance-approach-for-selective-laser-melting-machines","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/cluster-identification-of-sensor-data-a-predictive-maintenance-approach-for-selective-laser-melting-machines\/","title":{"rendered":"Cluster Identification of Sensor Data"},"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. 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The results can be used to develop condition monitoring systems that provide predictive maintenance for SLM machine tools.<\/p>\n","protected":false},"featured_media":96315,"menu_order":0,"template":"","categories":[],"tags":[76036,71303,71981,80079,76740,84208,76744],"product_cat":[3300],"topic":[],"technology":[],"knowhow":[],"industry":[],"writer":[82939,81008,82938,82937],"content-type":[],"potential":[],"solution":[67678],"glossary":[],"class_list":{"0":"post-93431","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"tag-clustering","7":"tag-machine-learning","8":"tag-predictive-maintenance","9":"tag-predictive-maintenance-en","10":"tag-selective-laser-melting","11":"tag-selective-laser-melting-en","12":"tag-sensor-data","13":"product_cat-article","14":"writer-claudio-geisert-en","15":"writer-eckart-uhlmann-en","16":"writer-rodrigo-pastl-pontes-en","17":"writer-sven-pavlicek-en","18":"solution-maintenance","19":"product","20":"first","21":"instock","22":"downloadable","23":"virtual","24":"sold-individually","25":"taxable","26":"purchasable","27":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/uhlmann-Cluster-Identifikation-von-Sensordaten-IM2019-1-1400x788-64x36.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":"Existing selective laser melting (SLM) machine tools are not equipped with analytics tools.\u00a0This paper describes an approach to analyze offline data, based on machine learning algorithms, to identify clusters.\u00a0Normal states and error cases can be identified. The results can be used to develop condition monitoring systems that provide predictive maintenance for SLM machine tools.","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/93431","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\/96315"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=93431"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=93431"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=93431"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=93431"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=93431"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=93431"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=93431"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=93431"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=93431"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=93431"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=93431"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=93431"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=93431"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}