A new hybrid optimization algorithm for recognition of hysteretic non-linear systems

被引:9
作者
Talatahari, S. [1 ]
Rahbari, N. Mohajer [2 ]
Kaveh, A. [3 ]
机构
[1] Univ Tabriz, Marand Fac Engn, Tabriz, Iran
[2] Univ Tabriz, Fac Civil Engn, Struct Dept, Tabriz, Iran
[3] Iran Univ Sci & Technol, Ctr Excellence Fundamental Studies Struct Engn, Tehran 16, Iran
关键词
particle swarm optimization; big bang-big crunch; hybrid algorithm; parameter identification; bouc-wen model; hysteresis; MR damper; IDENTIFICATION; VIBRATION; SEARCH; COLONY;
D O I
10.1007/s12205-013-0341-x
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this article, a new two-stage hybrid optimization method based on the Particle Swarm Optimization and the Big Bang-Big Crunch algorithm (BB-BC) is introduced for identification of highly non-linear systems. In this hybrid algorithm, the term of the center of mass from the BB-BC algorithm is incorporated into the standard particle swarm optimizer to markedly improve its searching abilities. In order to investigate the effectiveness of the newly formed optimization algorithm in identification of non-linear and hysteretic systems, it is utilized to optimally find the Bouc-Wen model's parameters for a sample MR damper in which the damper's force is related to its piston's motion through a non-linear differential equation. The obtained results indicate that the proposed optimization method is highly robust and accurate and can be utilized successfully in such intricate non-linear identification problems.
引用
收藏
页码:1099 / 1108
页数:10
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