Fuzzy neural network in case-based diagnostic system

被引:42
作者
Liu, ZQ
Yan, F
机构
[1] Computer Vision and Machine Intelligence Laboratory, Department of Computer Science, University of Melbourne, Parkville
关键词
expert systems; fuzzy control; neural network;
D O I
10.1109/91.580796
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Diagnosing electronic systems for symptoms supplied by customers is often difficult as human descriptions of symptoms are for the most part uncertain and ambiguous. As a result, traditional expert systems are not effective in providing reliable analysis, often require a large set of rules, and lack flexibility in terms of learning and modification, In this paper, we propose a fuzzy logic-based neural network (FLBN) to develop a case-based system for diagnosing symptoms in electronic systems, We demonstrate through data obtained from a real call-log database that the FLBN is able to perform fuzzy AND/OR logic rules and to learn from samples, Such a system is simple to develop and can achieve the performance similar to that of the human expert.
引用
收藏
页码:209 / 222
页数:14
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