Structural fault diagnosis and isolation using neural networks based on response-only data

被引:56
作者
Chen, Q
Chan, YW
Worden, K
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Aerosp Engn, Nanjing 210016, Peoples R China
[2] Def Sci Org, Natl Labs, Singapore 118230, Singapore
[3] Univ Sheffield, Dept Mech Engn, Sheffield S1 3JD, S Yorkshire, England
关键词
fault diagnosis; neural network; transmissibility; structural damage detection;
D O I
10.1016/S0045-7949(03)00295-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
To diagnose faults in engineering structures in the situations where the excitation signals are unavailable or inaccessible, response-only data, transmissibility function, are utilised to train neural networks. The technique is verified with two examples based on two different structural systems. The neural network classifiers clearly deliver the diagnostic indications of the faults introduced into the structural systems, which suggests that the transmissibility function is a sensible response-only data source for structural fault diagnosis. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2165 / 2172
页数:8
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