Non-linear parameter estimation with Volterra series using the method of recursive iteration through harmonic probing

被引:41
作者
Chatterjee, A
Vyas, NS [1 ]
机构
[1] Indian Inst Technol, Dept Mech Engn, Kanpur 208016, Uttar Pradesh, India
[2] Visvesvaraya Natl Inst Technol, Dept Engn Mech, Nagpur 440011, Maharashtra, India
关键词
D O I
10.1016/S0022-460X(02)01537-7
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Volterra series provides a platform for non-linear response representation and definition of higher order frequency response functions (FRFs). It has been extensively used in non-parametric system identification through measurement of first and higher order FRFs. A parametric system identification approach has been adopted in the present study. The series response structure is explored for parameter estimation of polynomial form non-linearity. First and higher order frequency response functions are extracted from the measured response harmonic amplitudes through recursive iteration. Relationships between higher order FRFs and first order FRF are then employed to estimate the non-linear parameters. Excitation levels are selected for minimum series approximation error and the number of terms in the series is controlled according to convergence requirement. The problem of low signal strength of higher harmonics is investigated and a measurability criterion is proposed for selection of excitation level and range of excitation frequency. The procedure is illustrated through numerical simulation for a Duffing oscillator. Robustness of the estimation procedure in the presence of measurement noise is also investigated. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:657 / 678
页数:22
相关论文
共 11 条
[1]   MEASURING VOLTERRA KERNELS [J].
BOYD, S ;
TANG, YS ;
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1983, 30 (08) :571-577
[2]   Convergence analysis of Volterra series response of nonlinear systems subjected to harmonic excitation [J].
Chatterjee, A ;
Vyas, NS .
JOURNAL OF SOUND AND VIBRATION, 2000, 236 (02) :339-358
[3]   MEASURING VOLTERRA KERNELS .2. [J].
CHUA, LO ;
LIAO, YL .
INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 1989, 17 (02) :151-190
[4]  
Ewins DJ., 1984, MODAL TESTING THEORY
[5]   RECENT ADVANCES IN THE APPLICATION OF FUNCTIONAL SERIES TO NON-LINEAR STRUCTURES [J].
GIFFORD, SJ ;
TOMLINSON, GR .
JOURNAL OF SOUND AND VIBRATION, 1989, 135 (02) :289-317
[6]   ESTIMATION OF 2ND AND 3RD-ORDER FREQUENCY-RESPONSE FUNCTIONS USING TRUNCATED MODELS [J].
GIFFORD, SJ .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1993, 7 (02) :145-160
[7]   STRUCTURE IDENTIFICATION OF NONLINEAR DYNAMIC-SYSTEMS - A SURVEY ON INPUT OUTPUT APPROACHES [J].
HABER, R ;
UNBEHAUEN, H .
AUTOMATICA, 1990, 26 (04) :651-677
[8]   Application of Volterra and Wiener theories for nonlinear parameter estimation in a rotor-bearing system [J].
Khan, AA ;
Vyas, NS .
NONLINEAR DYNAMICS, 2001, 24 (03) :285-304
[9]   Estimation of non-linear system parameters using higher-order frequency response functions [J].
Lee, GM .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1997, 11 (02) :219-228
[10]   RECENT DEVELOPMENTS IN THE MEASUREMENT AND INTERPRETATION OF HIGHER-ORDER TRANSFER-FUNCTIONS FROM NONLINEAR STRUCTURES [J].
STORER, DM ;
TOMLINSON, GR .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1993, 7 (02) :173-189