DATA DRIVEN IDENTIFICATION OF NONLINEAR STRUCTURAL SYSTEMS WITH PARTIAL RESPONSE MEASUREMENTS

被引:0
作者
Luo, Sujuan [1 ]
Lei, Ying [1 ]
He, Mingyu [1 ]
机构
[1] Xiamen Univ, Dept Civil Engn, Xiamen 361005, Peoples R China
来源
PROCEEDINGS OF THE THIRTEENTH INTERNATIONAL SYMPOSIUM ON STRUCTURAL ENGINEERING, VOLS 1 AND II | 2014年
关键词
System identification; nonlinear systems; date driven; equivalent linear system; extended Kalman filter; incomplete measurements; NONPARAMETRIC IDENTIFICATION;
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
As well known, nonlinearity widely exists in structures under severe excitation. Thus, the research on the identification of structural nonlinearity plays a very important role in the structural safety assessment and damage diagnosis. In this paper, with partial measurements of structural responses, a data driven algorithm is proposed for the identification of nonlinear structural systems without the priori knowledge of the nature and mathematical form of the nonlinearities. This algorithm consists of two stages: In the first stage, the identification of an equivalent linear system of a nonlinear structural system is conducted based on the extended Kalman filter, and the locations of nonlinearity are identified by comparing the difference between the structural parameters of linear system and those of equivalent linear system. Then, the nonlinear restoring force is expanded by power series polynomial, and the coefficients of the series are identified by the extended Kalman filter. The feasibility and robustness of the proposed algorithm are verified a numerical simulation example.
引用
收藏
页码:1098 / 1103
页数:6
相关论文
共 8 条
[1]  
Crawley E.F., 1986, 861013 AIAA, P659
[2]   Experimental Identification of Nonlinearities under Free and Forced Vibration using the Hilbert Transform [J].
Feldman, Michael ;
Bucher, Izhak ;
Rotberg, Joseph .
JOURNAL OF VIBRATION AND CONTROL, 2009, 15 (10) :1563-1579
[3]  
Masri S.F., 1982, J APPL MECH, V49, P754
[4]   NONPARAMETRIC IDENTIFICATION TECHNIQUE FOR NON-LINEAR DYNAMIC PROBLEMS [J].
MASRI, SF ;
CAUGHEY, TK .
JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 1979, 46 (02) :433-447
[5]   Nonparametric identification of nonlinear hysteretic systems [J].
Ni, YQ ;
Ko, JM ;
Wong, CW .
JOURNAL OF ENGINEERING MECHANICS, 1999, 125 (02) :206-215
[6]  
Wang Z.C., J STRUCTURAL ENG, V139
[7]  
Xu B, 2010, ADVANCE IN STRUCTURAL ENGINEERING, P159
[8]  
Xu B, 2009, ISISS '2009: INNOVATION & SUSTAINABILITY OF STRUCTURES, VOLS 1 AND 2, P59