Tool wear monitoring using genetically-generated fuzzy knowledge bases

被引:36
作者
Achiche, S
Balazinski, M
Baron, L
Jemielniak, K
机构
[1] Ecole Polytech, Dept Engn Mech, Montreal, PQ H3C 3A7, Canada
[2] Warsaw Univ Technol, Fac Prod Engn, PL-02524 Warsaw, Poland
基金
加拿大自然科学与工程研究理事会;
关键词
artificial intelligence; fuzzy decision support system; knowledge base; tool condition monitoring; genetic algorithm;
D O I
10.1016/S0952-1976(02)00071-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fuzzy logic is an AI method that is being implemented in a growing number of different fields. One of these applications is tool wear monitoring. The construction of a fuzzy knowledge base from a set of experimental data by a human expert however, is a time consuming task, and hence, limits the expansion of the use of this AI method. Alternatively, the fuzzy knowledge base can be automatically constructed by a genetic algorithm from the same set of experimental data without requiring any human expert. This paper compares these two fuzzy knowledge base construction methods and the results obtained in a tool wear monitoring application. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:303 / 314
页数:12
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