Integrated design approach of fault detection systems based on Wavelet Transform

被引:0
作者
Ye, H [1 ]
Ding, SX [1 ]
Wang, G [1 ]
机构
[1] Tsing Hua Univ, Dept Automat, Beijing 100084, Peoples R China
来源
PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6 | 2001年
关键词
fault detection; residual generation and evaluation; Wavelet Transform; observer based approach; robustness;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Problems related to the integrated design of robust fault detection (FD) systems are studied in this paper. Firstly, a problem of the 2-norm, based approaches is discussed, i.e. due to the necessary length of the time window introduced to realize the 2-norm based residual evaluation function of a FD system, the expected optimal performance of the FD system may not be achieved when the system is realized in real applications. Then a new kind of evaluation function based on the absolute value of Wavelet Transform (WT) of residual signal and the corresponding integrated design approach for the FD systems are proposed. Different from the usual 2-norm based approaches whose mathematical basis is the relationship between the whole energy of the output and input signal of a dynamic system, a relationship between the instant power of the WT of the output signal and the energy of the past input signal of a dynamic system is established and further used for the FD system design. It solves the problem in 2-norm based method, and the resulted FD system is easy to be implemented, can detect fault very rapidly with a low miss detection ratio.
引用
收藏
页码:1771 / 1776
页数:6
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