Physical interpretation of independent component analysis in structural dynamics

被引:204
作者
Kerschen, G. [1 ]
Poncelet, F. [1 ]
Golinval, J. -C. [1 ]
机构
[1] Univ Liege, Dept Aerosp Engn & Mech, LTAS, B-4000 Cointe Ougree, Belgium
关键词
system identification; output-only modal analysis; blind source separation; independent component analysis;
D O I
10.1016/j.ymssp.2006.07.009
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper focuses on the relation between the vibration modes of mechanical systems and the modes computed through a blind source separation technique called independent component analysis (ICA). For free and random vibrations of weakly damped systems, a one-to-one relationship between the vibration modes and the ICA modes is demonstrated using the concept of virtual source. Based on this theoretical link, a time-domain structural system identification technique is proposed and is illustrated using numerical examples. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1561 / 1575
页数:15
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