Output only system identification using complex wavelet modified second order blind identification method- A time-frequency domain approach

被引:3
作者
Huang, Chaojun [1 ,2 ]
Nagarajaiah, Satish [2 ,3 ]
机构
[1] China Merchant Ind, Res & Dev Inst, Shenzhen, Guangdong, Peoples R China
[2] Rice Univ, Dept Civil & Environm Engn, Houston, TX 77005 USA
[3] Rice Univ, Dept Mech Engn, Houston, TX 77005 USA
关键词
system identification; second order blind identification; blind source separation; complex wavelet modified SOBI; wavelet transform; time-frequency domain; INDEPENDENT COMPONENT ANALYSIS; MODAL IDENTIFICATION;
D O I
10.12989/sem.2021.78.3.369
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper reviewed a few output-only system identification algorithms and identified the shortcomings of those popular blind source separation methods. To address the issues such as less sensors than the targeted modal modes (under determinate problem), repeated natural frequencies as well as systems with complex mode shapes, this paper proposed a complex wavelet modified second order blind identification method (CWMSOBI) by transforming the time domain problem into time-frequency domain. The wavelet coefficients with different dominant frequencies can be used to address the under determinate problem, while complex mode shapes are addressed by introducing the complex wavelet transformation. Numerical simulations with both high and low signal-to-noise ratios validate that CWMSOBI can overcome the above-mentioned issues while obtaining more accurate identified results than other blind identification methods.
引用
收藏
页码:369 / 378
页数:10
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