A web-based intelligent fault diagnosis system for customer service support

被引:32
作者
Hui, SC [1 ]
Fong, ACM [1 ]
Jha, G [1 ]
机构
[1] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
关键词
Web-based help desks; intelligent fault diagnosis; hybrid approach; case-based reasoning; artificial neural network;
D O I
10.1016/S0952-1976(01)00018-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In traditional help desk service centres, service engineers provide a world-wide customer support service through the use of long-distance telephone calls. Such a mode of support is found to be inefficient, ineffective and generally results in high costs, long service cycles, and poor quality of service. With the advent of the Internet technology, it is possible to deliver customer service support over the World Wide Web. This paper describes a Web-based intelligent fault diagnosis system, known as WebService, to support customer service over the Web. In the WebService system, a hybrid case-based reasoning (CBR) and artificial neural network (ANN) approach is adopted as the intelligent technique for machine fault diagnosis. Instead of using traditional CBR technique for indexing, retrieval and adaptation, the hybrid CBR-ANN approach integrates ANN with the CBR cycle to extract knowledge from service records of the customer service database and subsequently recall the appropriate service records using this knowledge during the retrieval phase. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:537 / 548
页数:12
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