Identification of Bouc-Wen type models using multi-objective optimization algorithms

被引:48
作者
Ortiz, Gilberto A. [1 ]
Alvarez, Diego A. [1 ]
Bedoya-Ruiz, Daniel [1 ]
机构
[1] Univ Nacl Colombia, Manizales 170004, Colombia
关键词
Bouc-Wen-Baber-Noori model; Hysteresis; Multi-objective optimization; System identification; NSGA-II; NONLINEAR HYSTERETIC SYSTEMS; RANDOM VIBRATION; PARAMETER-ESTIMATION; EQUIVALENT LINEARIZATION; VALIDATION; JOINTS; SLIP;
D O I
10.1016/j.compstruc.2012.10.016
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Most of the published literature concerned with the parameter estimation of the Bouc-Wen model of hysteresis via evolutionary algorithms uses a single objective function (the mean square error between the known displacements and the estimated ones) and considers the original Bouc-Wen model of hysteresis (without degradation and pinching) in the identification process. in this paper, a novel method for the identification of the parameters of the Bouc-Wen-Baber-Noori (BWBN) model of hysteresis is presented. The methodology is based on a multi-objective evolutionary optimization algorithm called NSGA-II [39]; therefore, a set of objective functions is employed instead of the traditional single objective function. The proposed methodology identifies the structural system and allows the observation of multi-modality of the BWBN model of hysteresis. The performance of the algorithm is evaluated using simulated and real data. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:121 / 132
页数:12
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