DocumentCode :
1750988
Title :
Automated quality control in sound speaker manufacturing using a hybrid neuro-fuzzy approach
Author :
Melin, Patricia ; Castillo, Oscar ; Sotelo, Fernando
Author_Institution :
Dept. of Comput. Sci., Tijuana Inst. of Technol., Chula Vista, CA, USA
Volume :
2
fYear :
2001
fDate :
25-28 July 2001
Firstpage :
1027
Abstract :
We describe the application of a hybrid neuro-fuzzy approach to the problem of automated quality control in sound speaker manufacturing. Traditional quality control has been done by manually checking the quality of sound after production. This manual checking of the speakers is time consuming and occasionally was the cause of error in quality evaluation. For this reason, we developed an intelligent system for automated quality control in sound speaker manufacturing. The intelligent system has a fuzzy rule base containing the knowledge of human experts in quality control. The parameters of the fuzzy system are tuned by applying the ANFIS methodology using, as training data, a real time series of measured sounds as given by good sound speakers. The intelligent system has been tested in a real plant with very good results
Keywords :
electronic equipment manufacture; fuzzy control; fuzzy neural nets; fuzzy set theory; intelligent control; loudspeakers; process control; quality control; ANFIS methodology; automated quality control; fuzzy rule base; human expert knowledge; hybrid neuro-fuzzy approach; intelligent system; measured sounds; quality evaluation; real plant; real time series; sound speaker manufacturing; sound speakers; Fuzzy control; Fuzzy systems; Humans; Intelligent manufacturing systems; Loudspeakers; Manufacturing automation; Production; Quality control; Real time systems; Training data;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
Type :
conf
DOI :
10.1109/NAFIPS.2001.944746
Filename :
944746
Link To Document :
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