Poles tracking of weakly nonlinear structures using a Bayesian smoothing method

被引:6
作者
Stephan, Cyrille [1 ]
Festjens, Hugo [2 ]
Renaud, Franck [2 ]
Dion, Jean-Luc [2 ]
机构
[1] Off Natl Etud & Rech Aerosp, F-92322 Chatillon, France
[2] SUPMECA St Ouen, St Ouen, France
关键词
Modal testing; Frequency; Damping; Identification; Unscented Kalman filter; Expectation-Maximization algorithm; HILBERT TRANSFORM; IDENTIFICATION; PARAMETERS; TIME;
D O I
10.1016/j.ymssp.2015.05.028
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper describes a method for the identification and the tracking of poles of a weakly nonlinear structure from its free responses. This method is based on a model of multichannel damped sines whose parameters evolve over time. Their variations are approximated in discrete time by a nonlinear state space model. States are estimated by an iterative process which couples a two-pass Bayesian smoother with an Expectation Maximization (EM) algorithm. The method is applied on numerical and experimental cases. As a result, accurate frequency and damping estimates are obtained as a function of amplitude. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:136 / 151
页数:16
相关论文
共 37 条
  • [11] Govers Y., 2014, P ISMA 2014 INT C NO
  • [12] Experimental identification of nonlinear dynamic properties of built-up structures
    Heller, L.
    Foltete, E.
    Piranda, J.
    [J]. JOURNAL OF SOUND AND VIBRATION, 2009, 327 (1-2) : 183 - 196
  • [13] Huang N.E., 1971, Proc. A, V454, P903, DOI [10.1098/rspa.1998.0193, DOI 10.1098/RSPA.1998.0193, 10.1098/rspa]
  • [14] A new view of nonlinear water waves: The Hilbert spectrum
    Huang, NE
    Shen, Z
    Long, SR
    [J]. ANNUAL REVIEW OF FLUID MECHANICS, 1999, 31 : 417 - 457
  • [15] A review on Hilbert-Huang transform: method and its applications to geophysical studies
    Huang, Norden E.
    Wu, Zhaohua
    [J]. REVIEWS OF GEOPHYSICS, 2008, 46 (02)
  • [16] Iwan W.D., 1969, P 4 WORLD C EARTHQ E
  • [17] A DISTRIBUTED-ELEMENT MODEL FOR HYSTERESIS AND ITS STEADY-STATE DYNAMIC RESPONSE
    IWAN, WD
    [J]. JOURNAL OF APPLIED MECHANICS, 1966, 33 (04): : 893 - +
  • [18] Unscented filtering and nonlinear estimation
    Julier, SJ
    Uhlmann, JK
    [J]. PROCEEDINGS OF THE IEEE, 2004, 92 (03) : 401 - 422
  • [19] Kay S. M., 1988, Modern spectral estimation: theory and application
  • [20] Nonlinear normal modes, Part I: A useful framework for the structural dynamicist
    Kerschen, G.
    Peeters, M.
    Golinval, J. C.
    Vakakis, A. F.
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (01) : 170 - 194