Structural damage detection using artificial bee colony algorithm with hybrid search strategy

被引：109

作者：

Ding, Z. H. ^{[1
]}

Huang, M. ^{[1
]}

Lu, Z. R. ^{[1
]}

机构：

[1] Sun Yat Sen Univ, Dept Appl Mech, Guangzhou 510006, Guangdong, Peoples R China

来源：

SWARM AND EVOLUTIONARY COMPUTATION | 2016年 / 28卷

基金：

中国国家自然科学基金;

关键词：

Damage identification; Swarm intelligence; ABC algorithm; Natural frequencies; Hybrid search; IDENTIFICATION; OPTIMIZATION; PERFORMANCE; PARAMETERS; MODEL; ABC; SENSITIVITY; INPUT;

D O I：

10.1016/j.swevo.2015.10.010

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

An approach for structural damage detection using the artificial bee colony (ABC) algorithm with hybrid search strategy based on modal data is presented. More search strategies are offered and the bee will choose one search mode based on the tournament selection strategy. And a kind of elimination mechanism is introduced to improve the convergence rate. A truss and a plate are studied as two numerical examples to illustrate the efficiency of proposed method. An experimental work on a beam is studied for further verification. Final results show the present method can acquire the better identification results, compared with those from GA, the original ABC and quick ABC (QABC) algorithm, even under some measurement noise. (C) 2016 Elsevier B.V. All rights reserved.

引用

页码：1 / 13

页数：13

共 46 条

[1] Artificial bee colony algorithm to design two-channel quadrature mirror filter banks [J].

Agrawal, S. K. ;

Sahu, O. P. .

SWARM AND EVOLUTIONARY COMPUTATION, 2015, 21 :24-31

[2] A real-coded genetic algorithm for training recurrent neural networks [J].

Blanco, A ;

Delgado, M ;

Pegalajar, MC .

NEURAL NETWORKS, 2001, 14 (01) :93-105

[3] Artificial bees for multilevel thresholding of iris images [J].

Bouaziz, Amira ;

Draa, Amer ;

Chikhi, Salim .

SWARM AND EVOLUTIONARY COMPUTATION, 2015, 21 :32-40

[4] Assessment of damage in continuum structures based on incomplete modal information [J].

Chen, HP ;

Bicanic, N .

COMPUTERS & STRUCTURES, 2000, 74 (05) :559-570

[5] Damage identification based on response-only measurements using cepstrum analysis and artificial neural networks [J].

Dackermann, Ulrike ;

Smith, Wade A. ;

Randall, Robert B. .

STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2014, 13 (04) :430-444

[6]

dos Santos JVA, 2000, COMPOS STRUCT, V48, P59

[7] A new topology optimization scheme for nonlinear structures [J].

Eom, Young-Sup ;

Han, Seog-Young .

JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2014, 28 (07) :2779-2786

[8] Damage identification by response surface based model updating using D-optimal design [J].

Fang, Sheng-En ;

Perera, Ricardo .

MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2011, 25 (02) :717-733

[9] A combined genetic and eigensensitivity algorithm for the location of damage in structures [J].

Friswell, MI ;

Penny, JET ;

Garvey, SD .

COMPUTERS & STRUCTURES, 1998, 69 (05) :547-556

[10] Damage identification in plates using finite element model updating in time domain [J].

Fu, Y. Z. ;

Lu, Z. R. ;

Liu, J. K. .

JOURNAL OF SOUND AND VIBRATION, 2013, 332 (26) :7018-7032

← 1 2 3 4 5 →