DATA MINING APPLICATIONS IN MANUFACTURING OF LIGHTWEIGHT STRUCTURES

作者: Sebastian Gellrich , Marc-André Filz , Johannes Wölper , Christoph Herrmann , Sebastian Thiede

DOI: 10.1007/978-3-662-58206-0_2

关键词: Advanced manufacturingTransparency (human–computer interaction)Quality assuranceData miningQuality (business)Decision support systemAutomotive industryProcess (engineering)Computer scienceProduct (business)

摘要: Advanced manufacturing of automotive lightweight structures implies the introduction new process steps into traditional chains. Due to combination materials and their functional integration, those show increased complexity. As a result, faces challenges regarding constant high product quality. A widely discussed approach encounter these is analysis data by applying mining methods. Benefits underlying digitalization are found in extensive transparency, quality assurance, decision support or even an automated control.

参考文章(14)
Feng Chen, Pan Deng, Jiafu Wan, Daqiang Zhang, Athanasios V. Vasilakos, Xiaohui Rong, Data mining for the Internet of Things: literature review and challenges International Journal of Distributed Sensor Networks. ,vol. 2015, pp. 431047- ,(2015) , 10.1155/2015/431047
Jesse Davis, Mark Goadrich, The relationship between Precision-Recall and ROC curves Proceedings of the 23rd international conference on Machine learning - ICML '06. ,vol. 148, pp. 233- 240 ,(2006) , 10.1145/1143844.1143874
Jay Lee, Behrad Bagheri, Hung-An Kao, A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems Manufacturing letters. ,vol. 3, pp. 18- 23 ,(2015) , 10.1016/J.MFGLET.2014.12.001
Usama Fayyad, Gregory Piatetsky-Shapiro, Padhraic Smyth, The KDD process for extracting useful knowledge from volumes of data Communications of the ACM. ,vol. 39, pp. 27- 34 ,(1996) , 10.1145/240455.240464
Isabelle Guyon, André Elisseeff, An introduction to variable and feature selection Journal of Machine Learning Research. ,vol. 3, pp. 1157- 1182 ,(2003) , 10.1162/153244303322753616
ASHOK N. SRIVASTAVA, Data Mining: Concepts, Models, Methods, and Algorithms Journal of Computing and Information Science in Engineering. ,vol. 5, pp. 394- 395 ,(2005) , 10.1115/1.2123107
Min Chen, Shiwen Mao, Yunhao Liu, Big Data: A Survey Mobile Networks and Applications. ,vol. 19, pp. 171- 209 ,(2014) , 10.1007/S11036-013-0489-0
Gregory Piatetsky-Shapiro, Usama M. Fayyad, Padhraic Smyth, From Data Mining to Knowledge Discovery in Databases Ai Magazine. ,vol. 17, pp. 37- 54 ,(1996) , 10.1609/AIMAG.V17I3.1230