The importance of data is increasing in all areas of life. This effect can also be observed in product development. The combination of virtual product development with the continuous and holistic use of data is referred to as \u00abdigital engineering\u00bb. The implementation of digital engineering results in a transformation process and is accompanied by a change in the previous roles of people involved and the tools used. The aim is to use as much data as possible and to process this data with machine learning algorithms. In product development there is numerous geometric data (e.g. CAD models or measurement data) or data which is linked to geometry (e.g. numerical simulations and their results). In this dissertation, the method of spherical detector surfaces was developed, which makes it possible to transform arbitrary geometries into a uniform numerical matrix. The developed method can also be used to convert information associated with the geometry into further uniform matrices and thus provide this information for machine learning algorithms. The developed methodology is implemented in three different application examples and all necessary substeps are described in detail. This also includes the transformation of finite element simulations to the so called \u00abDNA of an FE simulation\u00bb.<\/p>","protected":false},"excerpt":{"rendered":"
Die Bedeutung von Daten nimmt in allen Lebensbereichen eine immer gr\u00f6\u00dfere Rolle ein. Diese Entwicklung kann ebenso in der Produktentwicklung und Produktentstehung beobachtet werden. Die Verkn\u00fcpfung der virtuellen Produktentwicklung mit der durchg\u00e4ngigen und ganzheitlichen Datennutzung wird als \u00abDigital Engineering\u00bb bezeichnet. Die Umsetzung des Digital Engineering geht mit einem starken Wandel und einer Ver\u00e4nderung der bisherigen […]<\/p>\n","protected":false},"featured_media":2333,"comment_status":"open","ping_status":"closed","template":"","meta":{"_acf_changed":false},"product_brand":[],"product_cat":[34],"product_tag":[],"class_list":{"0":"post-1552","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-fau-studien-aus-dem-maschinenbau","7":"has-post-title","8":"has-post-date","9":"has-post-category","10":"has-post-tag","11":"has-post-comment","12":"has-post-author","13":"","15":"first","16":"instock","17":"taxable","18":"shipping-taxable","19":"purchasable","20":"product-type-simple"},"acf":{"autor":"Spr\u00fcgel, Tobias","orcid":"","ror":"","herausgeber":"","orcid_hrsg":"","rorhrsg":"","bearbeiter":"","sonstige_beteiligte_personen":"","untertitel":"","zusatz":"","jahr":"2021","zeitschrift":"","serie":"","serie_name":"","serie_band":"","serie_jahr":"","serie_titel_band":"","vortrage":"","issn":"","isbn":"","isbn13":"978-3-96147-475-2","seiten":"xiii, 213","sonstiges":"","band":379,"auflage":"","opus":"","dspace":"18136","e-isbn_pdf":"978-3-96147-476-9","doi":"https:\/\/doi.org\/10.25593\/978-3-96147-476-9","epub":"","e-isbn_epub":"","doi_epub":"","html":"","e-isbn_html":"","doi_html":"","e-isbn_reader":"","doi_reader":"","digibib":"","urn":"urn:nbn:de:bvb:29-opus4-181360","supplementary_material":"","sprache":["Deutsch"],"ausgabe":"Softcover","suche":" 9783961474752 9783961474769 ","lizenz":"BY-NC-4","bemerkung":""},"builder_content":"","_links":{"self":[{"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/product\/1552","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/comments?post=1552"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/media\/2333"}],"wp:attachment":[{"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/media?parent=1552"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/product_brand?post=1552"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/product_cat?post=1552"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/www.university-press.fau.de\/en\/wp-json\/wp\/v2\/product_tag?post=1552"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}