New hybrid FE-PSO-CGAs sensitivity base technique for damage detection of laminated composite beams

被引:43
作者
Vosoughi, A. R. [1 ]
Gerist, S. [1 ]
机构
[1] Shiraz Univ, Sch Engn, Dept Civil & Environm Engn, Shiraz, Iran
关键词
Hybrid damage detection technique; Continuous genetic algorithm; Particle swarm optimization; Sensitivity analysis; Laminated composite beams; IDENTIFICATION;
D O I
10.1016/j.compstruct.2014.07.012
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
A new hybrid method for damage detection of laminated composite beams is presented. Based on first-order shear deformation theory (FSDT) the governing equations of the beam are obtained. Finite element method is adopted to discretize the equations. Considering damaged element(s) frequencies of the damaged beam are calculated. Considering the frequencies as a measured data, the proposed optimization technique is applied to detect the element(s). In the method, a continuous genetic algorithm (CGA) is improved by sensitivity modal analysis and particle swarm optimization (PSO) techniques. The added PSO and the sensitivity analysis operators improve the generated population before and after CGA, respectively in conjunction with an embedded micro search operation in genetic algorithm to reduce the search space. Applicability, efficiency and robustness of the proposed algorithm in detecting the location and extent of damages in presence and absence of the PSO optimization method for different examples are demonstrated. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:68 / 73
页数:6
相关论文
共 20 条
[1]  
[Anonymous], 2010, ASIAN J CIVIL ENG BU
[2]   Structural damage detection based on a micro-genetic algorithm using incomplete and noisy modal test data [J].
Au, FTK ;
Cheng, YS ;
Tham, LG ;
Bai, ZZ .
JOURNAL OF SOUND AND VIBRATION, 2003, 259 (05) :1081-1094
[3]   VIBRATION TECHNIQUE FOR NONDESTRUCTIVE TESTING OF FIBER COMPOSITE STRUCTURES [J].
CAWLEY, P ;
ADAMS, RD .
JOURNAL OF COMPOSITE MATERIALS, 1979, 13 (APR) :161-175
[4]   LOCATION OF DEFECTS IN STRUCTURES FROM MEASUREMENTS OF NATURAL FREQUENCIES [J].
CAWLEY, P ;
ADAMS, RD .
JOURNAL OF STRAIN ANALYSIS FOR ENGINEERING DESIGN, 1979, 14 (02) :49-57
[5]  
dos Santos JVA, 1999, MECH COMPOS MATER ST, V6, P363
[6]   Vibration-based Damage Identification Methods: A Review and Comparative Study [J].
Fan, Wei ;
Qiao, Pizhong .
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2011, 10 (01) :83-111
[7]   Damage identification using inverse methods [J].
Friswell, Michael I. .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2007, 365 (1851) :393-410
[8]  
Goldberg DE., 1989, GENETIC ALGORITHMS S, V13
[9]   A two-stage method to identify structural damage sites and extents by using evidence theory and micro-search genetic algorithm [J].
Guo, H. Y. ;
Li, Z. L. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (03) :769-782
[10]   Damage detection of surface cracks in composite laminates using modal analysis and strain energy method [J].
Hu, Huiwen ;
Wang, Bor-Tsuen ;
Lee, Cheng-Hsin ;
Su, Jing-Shiang .
COMPOSITE STRUCTURES, 2006, 74 (04) :399-405