Titlebar

Bibliografische Daten exportieren
Literatur vom gleichen Autor
plus auf ERef Bayreuth
plus bei Google Scholar

 

Lean Data in Manufacturing Systems : Using Artificial Intelligence for Decentralized Data Reduction and Information Extraction

Titelangaben

Küfner, Thomas ; Uhlemann, Thomas H.-J. ; Ziegler, Bastian:
Lean Data in Manufacturing Systems : Using Artificial Intelligence for Decentralized Data Reduction and Information Extraction.
2018
Veranstaltung: 51st CIRP Conference on Manufacturing Systems , 16.-18.05.2018 , Stockholm, Schweden.
(Veranstaltungsbeitrag: Kongress/Konferenz/Symposium/Tagung , Paper )
DOI: https://doi.org/10.1016/j.procir.2018.03.125

Volltext

Link zum Volltext (externe URL): Volltext

Angaben zu Projekten

Projektfinanzierung: Europäische Strukturfonds

Abstract

In the course of digitization, a drastically increased amount of acquired data in production systems can be observed. Nevertheless, only a minor part of the acquired data is practically used for near real-time analysis and optimization within production systems.
This paper introduces a concept for the realization of a decentralized data analysis integration. Therefore, an analysis system using artificial neural networks is
conducted at the measurement point in the main supply of a production plant, to classify different operating states. The classification accuracy in all evaluation models is at least 99.82% and proves that it is capable to recognize the operating states of a production machinery reliably. The
significantly, without loss of information, reduced amount of data is handed over to a superordinate instance of the production system for further use of data.

Weitere Angaben

Publikationsform: Veranstaltungsbeitrag (Paper)
Begutachteter Beitrag: Ja
Keywords: Edge analytics; Neural networks; Digitization; Artificial intelligence in manufacturing; Smart manufacturing
Institutionen der Universität: Fakultäten > Fakultät für Ingenieurwissenschaften > Ehemalige Professoren > Lehrstuhl Umweltgerechte Produktionstechnik - Univ.-Prof. Dr.-Ing. Rolf Steinhilper
Fakultäten
Fakultäten > Fakultät für Ingenieurwissenschaften
Fakultäten > Fakultät für Ingenieurwissenschaften > Lehrstuhl Umweltgerechte Produktionstechnik
Titel an der UBT entstanden: Ja
Themengebiete aus DDC: 600 Technik, Medizin, angewandte Wissenschaften > 620 Ingenieurwissenschaften
Eingestellt am: 19 Jul 2018 05:32
Letzte Änderung: 19 Jul 2018 05:32
URI: https://eref.uni-bayreuth.de/id/eprint/45102