An intelligent hybrid approach for industrial quality control combining neural networks, fuzzy logic and fractal theory

作者: Patricia Melin , Oscar Castillo

DOI: 10.1016/J.INS.2006.07.022

关键词:

摘要: The application of type-2 fuzzy logic to the problem automated quality control in sound speaker manufacturing is presented this paper. Traditional has been done by manually checking after production. This manual speakers time consuming and occasionally was cause error evaluation. For reason, applying logic, an intelligent system for developed. a rule base containing knowledge human experts control. parameters are tuned neural networks using, as training data, real series measured sounds produced good speakers. fractal dimension used measure complexity signal.

参考文章(28)
Patricia Melin, Oscar Castillo, Soft Computing for Control of Non-Linear Dynamical Systems ,(2001)
S Haykin, Adaptive Filter Theory ,(1986)
Da Ruan, Xianyi Zeng, Intelligent Sensory Evaluation: Methodologies and Applications SpringerVerlag. ,(2004)
Changjiu Zhou, Da Ruan, Fuzzy control rules extraction from perception-based information using computing with words intelligent information systems. ,vol. 142, pp. 275- 275 ,(2002) , 10.1016/S0020-0255(02)00169-X
L.A. Zadeh, Similarity relations and fuzzy orderings Information Sciences. ,vol. 3, pp. 177- 200 ,(1971) , 10.1016/S0020-0255(71)80005-1
Da Ruan, Jun Liu, Roland Carchon, Linguistic assessment approach for managing nuclear safeguards indicator information Logistics Information Management. ,vol. 16, pp. 401- 419 ,(2003) , 10.1108/09576050310503385
Lotfi A. Zadeh, Outline of a New Approach to the Analysis of Complex Systems and Decision Processes IEEE Transactions on Systems, Man, and Cybernetics. ,vol. SMC-3, pp. 28- 44 ,(1973) , 10.1109/TSMC.1973.5408575
RONALD R. YAGER, FUZZY SUBSETS OF TYPE II IN DECISIONS Cybernetics and Systems. ,vol. 10, pp. 137- 159 ,(1980) , 10.1080/01969728008927629