Wavelet based system identification for a nonlinear experimental model

被引:1
|
作者
Li, Luyu [1 ,2 ]
Qin, Han [2 ]
Niu, Yun [2 ]
机构
[1] Dalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Liaoning, Peoples R China
[2] Dalian Univ Technol, Sch Civil Engn, Dalian 116024, Liaoning, Peoples R China
基金
美国国家科学基金会;
关键词
nonlinear system identification; wavelet transform; nonlinear test model; adjustable dampers; shake table test; SUBSPACE IDENTIFICATION; TRANSFORM; PARAMETERS;
D O I
10.12989/sss.2017.20.4.415
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Traditional experimental verification for nonlinear system identification often faces the problem of experiment model repeatability. In our research, a steel frame experimental model is developed to imitate the behavior of a single story steel frame under horizontal excitation. Two adjustable rotational dampers are used to simulate the plastic hinge effect of the damaged beam-column joint. This model is suggested as a benchmark model for nonlinear dynamics study. Since the nonlinear form provided by the damper is unknown, a Morlet wavelet based method is introduced to identify the mathematical model of this structure under different damping cases. After the model identification, earthquake excitation tests are carried out to verify the generality of the identified model. The results show the extensive applicability and effectiveness of the identification method.
引用
收藏
页码:415 / 426
页数:12
相关论文
共 50 条
  • [41] A neuron fuzzy identification system based on a complex nonlinear mathematical model
    Hongying Luo
    Jun Liu
    Xuebin Li
    Wireless Networks, 2022, 28 : 2299 - 2311
  • [42] A neuron fuzzy identification system based on a complex nonlinear mathematical model
    Luo, Hongying
    Liu, Jun
    Li, Xuebin
    WIRELESS NETWORKS, 2022, 28 (05) : 2299 - 2311
  • [43] Model Parameter Identification of a Coupled Industrial Tank System Based on A Wavelet Neural Network
    Maalla, Allam
    Wei, Chen
    Hafiz, Mohammed H.
    DCABES 2008 PROCEEDINGS, VOLS I AND II, 2008, : 1251 - 1254
  • [44] Regression and Wavelet Model Based Nonlinear Optimal Estimation
    Amosov, Oleg S.
    2012 THIRD INTERNATIONAL CONFERENCE ON THEORETICAL AND MATHEMATICAL FOUNDATIONS OF COMPUTER SCIENCE (ICTMF 2012), 2013, 38 : 710 - 716
  • [45] Two Types of Haar Wavelet Neural Networks for Nonlinear System Identification
    Juan Cordova
    Wen Yu
    Neural Processing Letters, 2012, 35 : 283 - 300
  • [46] Identification of time-varying nonlinear system using wavelet decomposition
    Shi Hong-li
    Cai Yuan-li
    Qiu Zu-lian
    PROCEEDINGS OF 2005 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1 AND 2, 2005, : 662 - 665
  • [47] Wavelet support vector machines and its application for nonlinear system identification
    Wen, XJ
    Cai, YZ
    Xu, XM
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 2, PROCEEDINGS, 2005, 3497 : 442 - 447
  • [48] Identification of nonlinear aeroelastic system using fuzzy wavelet neural network
    Dou, Liqian
    Ji, Ran
    Gao, Jingqi
    NEUROCOMPUTING, 2016, 214 : 935 - 943
  • [49] Least squares wavelet support vector machines for nonlinear system identification
    Yu, ZH
    Cai, YL
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 2, PROCEEDINGS, 2005, 3497 : 436 - 441
  • [50] Two Types of Haar Wavelet Neural Networks for Nonlinear System Identification
    Cordova, Juan
    Yu, Wen
    NEURAL PROCESSING LETTERS, 2012, 35 (03) : 283 - 300