Regularised finite element model updating using measured incomplete modal data

This paper presents an effective approach for directly updating finite element model from measured incomplete vibration modal data with regularised algorithms. The proposed method is based on the relationship between the perturbation of structural parameters such as stiffness change and the modal data measurements of the tested structure such as measured mode shape readings. In order to adjust structural parameters at detailed locations, structural updating parameters will be selected at critical point level to reflect the modelling errors at the connections of structural elements. These updating parameters are then evaluated by an iterative or a direct solution procedure, which gives optimised solutions in the least squares sense without requiring an optimisation technique. In order to reduce the influence of modal measurement uncertainty, the Tikhonov regularisation method incorporating the L-curve criterion is employed to produce reliable solutions for the chosen updating parameters. Numerical simulation investigations and experimental studies for the laboratory tested space steel frame structure are undertaken to verify the accuracy and effectiveness of the proposed methods for adjusting the stiffness at the joints of structural members. The results demonstrate that the proposed methods provide reliable estimates of finite element model updating using the measured incomplete modal data.

[1]  B. Goller,et al.  Investigation of model uncertainties in Bayesian structural model updating , 2011, Journal of sound and vibration.

[2]  Costas Papadimitriou,et al.  On prediction error correlation in Bayesian model updating , 2013 .

[3]  J. Stoer,et al.  Introduction to Numerical Analysis , 2002 .

[4]  Nicholas A J Lieven,et al.  DYNAMIC FINITE ELEMENT MODEL UPDATING USING SIMULATED ANNEALING AND GENETIC ALGORITHMS , 1997 .

[5]  John E. T. Penny,et al.  Updating model parameters from frequency domain data via reduced order models , 1990 .

[6]  Hua-Peng Chen,et al.  Application of regularization methods to damage detection in large scale plane frame structures using incomplete noisy modal data , 2008 .

[7]  Hua-Peng Chen Nonlinear Perturbation Theory for Structural Dynamic Systems , 2005 .

[8]  Hans Günther Natke,et al.  Einführung in Theorie und Praxis der Zeitreihen- und Modalanalyse , 1983 .

[9]  H. G. Natke Updating computational models in the frequency domain based on measured data: a survey , 1988 .

[10]  N. Bićanić,et al.  Assessment of damage in continuum structures based on incomplete modal information , 2000 .

[11]  Nenad Bićanić,et al.  Identification of structural damage in buildings using iterative procedure and regularisation method , 2010 .

[12]  T. K. Kundra,et al.  Comparative study of model updating methods using simulated experimental data , 2002 .

[13]  A. N. Tikhonov,et al.  Solutions of ill-posed problems , 1977 .

[14]  Guido De Roeck,et al.  Finite element model updating and structural damage identification using OMAX data , 2010 .

[15]  S. J. Salon,et al.  Introduction to Finite Elements , 1995 .

[16]  You-Lin Xu,et al.  Inverse substructure method for model updating of structures , 2012 .

[17]  John E. Mottershead,et al.  Finite element models of spot welds in structural dynamics: review and updating , 2005 .

[18]  David R. Owen,et al.  An introduction to finite element computations , 1979 .

[19]  James M. W. Brownjohn,et al.  Dynamic Assessment of Curved Cable-Stayed Bridge by Model Updating , 2000 .

[20]  Alireza Rahai,et al.  Structural finite element model updating using transfer function data , 2010 .

[21]  Viviana Meruane Model updating using antiresonant frequencies identified from transmissibility functions , 2013 .

[22]  Paul Reynolds,et al.  Finite element modelling and updating of a lively footbridge: The complete process , 2007 .

[23]  Dianne P. O'Leary,et al.  The Use of the L-Curve in the Regularization of Discrete Ill-Posed Problems , 1993, SIAM J. Sci. Comput..

[24]  John E. Mottershead,et al.  Model Updating In Structural Dynamics: A Survey , 1993 .