Identification of nonlinear structures using discrete-time Volterra series

被引:21
|
作者
Shiki, Sidney Bruce [1 ]
Lopes, Vicente, Jr. [1 ]
da Silva, Samuel [1 ]
机构
[1] Univ Estadual Paulista, UNESP, Fac Engn Ilha Solteira, Dept Engn Mecan, BR-15385000 Ilha Solteira, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
System identification; Nonlinear structures; Volterra Series; Kautz filters; DECOMPOSITION;
D O I
10.1007/s40430-013-0088-9
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Mathematical modeling of mechanical structures is an important research area in structural dynamics. The goal is to obtain a model that accurately predicts the dynamics of the system. However, the nonlinear effects caused by gaps, backlash, joints, as well as large displacements are not as well understood as the linear counterpart. In this sense, the Volterra series is an interesting tool for the analysis of nonlinear systems, since it is a generalization of the linear model based on the impulse response function. This paper applies the discrete-time Volterra series expanded in orthonormal Kautz functions to identify a model of a nonlinear benchmark system represented by a Duffing oscillator. The input and output data are used to identify the Volterra kernels of the structure. After the identification of the model, the linear and nonlinear components of the response of the system can be analyzed separately. The paper concludes by indicating the main advantages and drawbacks of this technique to model the behavior of nonlinear systems.
引用
收藏
页码:523 / 532
页数:10
相关论文
共 50 条
  • [1] Identification of nonlinear structures using discrete-time Volterra series
    Sidney Bruce Shiki
    Vicente Lopes
    Samuel da Silva
    [J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2014, 36 : 523 - 532
  • [2] Damage Detection in Nonlinear Structures Using Discrete-Time Volterra Series
    Shiki, Sidney Bruce
    Lopes Junior, Vicente
    da Silva, Samuel
    [J]. DAMAGE ASSESSMENT OF STRUCTURES X, PTS 1 AND 2, 2013, 569-570 : 876 - 883
  • [3] Practical applications for nonlinear system identification using discrete-time Volterra series
    Shiki, Sidney Bruce
    Hansen, Cristian
    da Silva, Samuel
    [J]. JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2023, 45 (02)
  • [4] Practical applications for nonlinear system identification using discrete-time Volterra series
    Sidney Bruce Shiki
    Cristian Hansen
    Samuel da Silva
    [J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2023, 45
  • [5] VOLTERRA-SERIES FUNCTIONAL IDENTIFICATION OF NONLINEAR DISCRETE-TIME SYSTEMS
    FU, FC
    FARISON, JB
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1973, 18 (06) : 1281 - 1289
  • [6] Updating of a Nonlinear Finite Element Model Using Discrete-Time Volterra Series
    Bussetta, Philippe
    Shiki, Sidney Bruce
    da Silva, Samuel
    [J]. LATIN AMERICAN JOURNAL OF SOLIDS AND STRUCTURES, 2017, 14 (07): : 1183 - 1199
  • [7] ANALYSIS OF A CLASS OF NONLINEAR DISCRETE-TIME SYSTEMS BY VOLTERRA SERIES
    FU, FC
    FARISON, JB
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1973, 18 (03) : 545 - 551
  • [8] VOLTERRA SERIES FUNCTIONAL EVALUATION OF RESPONSE OF NONLINEAR DISCRETE-TIME SYSTEMS
    FU, FC
    FARISON, JB
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1973, 18 (03) : 553 - 558
  • [9] Characterization of the nonlinear behavior of a F-16 aircraft using discrete-time Volterra series
    Shiki, S. B.
    da Silva, S.
    Santos, F. L. M.
    Peeters, B.
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2014) AND INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2014), 2014, : 3143 - 3152
  • [10] Bounds for discrete-time Volterra series representations
    Sandberg, IW
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1999, 46 (01): : 135 - 139