Thinking process rules extraction for manufacturing process design
作者： Jing-Tao Zhou , Xiang-Qian Li , Ming-Wei Wang , Rui Niu , Qing Xu
DOI: 10.1007/S40436-017-0205-6
关键词:
摘要: To realize the reuse of process design knowledge and improve efficiency quality design, a method for extracting thinking rules is proposed. An instance representation model planning reflecting technicians established to achieve an effective documents. The related attributes are extracted from form events. manifold learning algorithm clustering analysis used preprocess data. A rule extraction mechanism introduced, which based on events after dimension reduction clustering, uses association mining similar information in same cluster. Through vectorization description events, final formed. Finally, example given evaluate extraction.
springer.com
shu.edu.cn
sci-hub.se 参考文章(29)
George Chryssolouris, Nikolaos Papakostas, Dimitris Mourtzis, Sotiris Makris, Knowledge Management in Manufacturing Process Modeling: Case Studies in Selected Manufacturing Processes Methods and Tools for Effective Knowledge Life-Cycle-Management. pp. 507- 520 ,(2008) , 10.1007/978-3-540-78431-9_29
Andrew Kusiak, Knowledge-Based Systems in Manufacturing ,(1989)
Kimon Batoulis, Andreas Meyer, Ekaterina Bazhenova, Gero Decker, Mathias Weske, Extracting Decision Logic from Process Models Advanced Information Systems Engineering. pp. 349- 366 ,(2015) , 10.1007/978-3-319-19069-3_22
AmirMahyar Khorasani, Mohammad Reza Soleymani Yazdi, Development of a dynamic surface roughness monitoring system based on artificial neural networks (ANN) in milling operation The International Journal of Advanced Manufacturing Technology. ,vol. 93, pp. 141- 151 ,(2017) , 10.1007/S00170-015-7922-4
Tsung-Nan Tsai, Development of a soldering quality classifier system using a hybrid data mining approach Expert Systems With Applications. ,vol. 39, pp. 5727- 5738 ,(2012) , 10.1016/J.ESWA.2011.11.097
Ibrahim Masood, Adnan Hassan, Pattern recognition for bivariate process mean shifts using feature-based artificial neural network The International Journal of Advanced Manufacturing Technology. ,vol. 66, pp. 1201- 1218 ,(2013) , 10.1007/S00170-012-4399-2
Konstantinos Efthymiou, Konstantinos Sipsas, Dimitris Mourtzis, George Chryssolouris, On knowledge reuse for manufacturing systems design and planning: A semantic technology approach Cirp Journal of Manufacturing Science and Technology. ,vol. 8, pp. 1- 11 ,(2015) , 10.1016/J.CIRPJ.2014.10.006
Feng Hu, Chuan Tong Wang, Yu Chuan Wu, Liang Zhi Fan, Parameters Selection of LLE Algorithm for Classification Tasks Advanced Materials Research. ,vol. 1037, pp. 422- 427 ,(2014) , 10.4028/WWW.SCIENTIFIC.NET/AMR.1037.422
Ramakrishnan Srikant, Rakesh Agrawal, Mining generalized association rules Future Generation Computer Systems. ,vol. 13, pp. 161- 180 ,(1997) , 10.1016/S0167-739X(97)00019-8
M. Gethsiyal Augasta, T. Kathirvalavakumar, Reverse Engineering the Neural Networks for Rule Extraction in Classification Problems Neural Processing Letters. ,vol. 35, pp. 131- 150 ,(2012) , 10.1007/S11063-011-9207-8