Recursive principal component analysis with forgetting factor for operational modal analysis of linear time-varying system

被引:3
|
作者
Guan, Wei [1 ]
Wang, Cheng [1 ,2 ]
Chen, D. S. [1 ]
Luo, Xiangyu [1 ]
Su, F. F. [1 ]
机构
[1] HuaQiao Univ, Coll Comp Sci & Technol, 668 Jimei Rd, Xiamen 361021, Fujian, Peoples R China
[2] Xi An Jiao Tong Univ, State Key Lab Strength & Vibrat Mech Struct, Xian, Shaanxi, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Operational modal analysis (OMA); linear time-varying system; instantaneous modal parameters; recursive principal component analysis (RPCA); forgetting factor; on-line;
D O I
10.3233/JAE-162187
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To update the model on-line and track the changing instantaneous modal shapes and modal frequencies of slow timevarying systems under unobservable random excitation operating conditions, a novel time-domain on-line operational modal analysis (OMA) algorithm based on recursive principal component analysis (RPCA) with forgetting factor is addressed. The algorithm is to update the covariance matrix with forgetting factor, and eigenvalues and eigenvectors tokened system properties are acquired. Finally, numerical simulations with three-degree-of-freedom system with time-varying mass are used to illustrate this method.
引用
收藏
页码:999 / 1006
页数:8
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