Finite element model updating using crow search algorithm with Levy flight

被引:18
作者
Wu, Hao [1 ,2 ]
Wu, Pingbo [1 ]
Xu, Kai [2 ,3 ]
Li, Fansong [1 ]
机构
[1] Southwest Jiaotong Univ, State Key Lab Tract Power, Chengdu, Sichuan, Peoples R China
[2] Univ Illinois, Mech Sci & Engn, Urbana, IL USA
[3] Southwest Jiaotong Univ, Sch Mech Engn, Chengdu, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
crow search algorithm; finite element model updating; gearbox housing; Levy flight; PARTICLE SWARM OPTIMIZATION; SYSTEM;
D O I
10.1002/nme.6338
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The accuracy of the finite element model is essential for fatigue analysis and vibration of a flexible body. This paper presents a finite element model updating (FEMU) algorithm based on crows search algorithm incorporated with Levy flight (LFCSA). The proposed algorithm is tested on the updating of two different cases: a simple structure (beam) and a complex structure (gearbox housing). To verify the performance of LFCSA, two optimization algorithm, which is the standard CSA and the particle swarm optimization algorithm with Levy flight (LFPSO), are applied to FEMU of the simple beam. The result of the comparison shows that the LFCSA has sufficient convergence speed and global search ability in the implementation of FEMU. In the case of gearbox housing, the error of frequencies and mode shapes are analyzed to indicate that the LFCSA gives a satisfactory result in a complex structure.
引用
收藏
页码:2916 / 2928
页数:13
相关论文
共 26 条
[1]   Updating Finite Element Model Using Stochastic Subspace Identification Method and Bees Optimization Algorithm [J].
Alimouri, Pouyan ;
Moradi, Shapour ;
Chinipardaz, Rahim .
LATIN AMERICAN JOURNAL OF SOLIDS AND STRUCTURES, 2018, 15 (02)
[2]   Manual model updating of highway bridges under operational condition [J].
Altunisik, Ahmet C. ;
Bayraktar, Alemdar .
SMART STRUCTURES AND SYSTEMS, 2017, 19 (01) :39-46
[3]   A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm [J].
Askarzadeh, Alireza .
COMPUTERS & STRUCTURES, 2016, 169 :1-12
[4]   Finite element model updating using fish school search and volitive particle swarm optimization [J].
Boulkaibet, I. ;
Mthembu, L. ;
De Lima Neto, F. ;
Marwala, T. .
INTEGRATED COMPUTER-AIDED ENGINEERING, 2015, 22 (04) :361-376
[5]   Updating of a Nonlinear Finite Element Model Using Discrete-Time Volterra Series [J].
Bussetta, Philippe ;
Shiki, Sidney Bruce ;
da Silva, Samuel .
LATIN AMERICAN JOURNAL OF SOLIDS AND STRUCTURES, 2017, 14 (07) :1183-1199
[6]   DIRECT UPDATE OF DYNAMIC MATHEMATICAL-MODELS FROM MODAL TEST DATA [J].
CAESAR, B ;
PETER, J .
AIAA JOURNAL, 1987, 25 (11) :1494-1499
[7]  
Friswell M., 2013, FINITE ELEMENT MODEL, V38
[8]   Multi-objective design optimization for a two-stage transmission system under heavy load condition [J].
Fu, Guo-Zhong ;
Huang, Hong-Zhong ;
Li, Yan-Feng ;
Zheng, Bo ;
Jin, Tongdan .
MECHANISM AND MACHINE THEORY, 2018, 122 :308-325
[9]   Bayesian degradation assessment of CNC machine tools considering unit non-homogeneity [J].
Guo, Junyu ;
Li, Yan-Feng ;
Zheng, Bo ;
Huang, Hong-Zhong .
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2018, 32 (06) :2479-2485
[10]   Improved diagnosis of Parkinson's disease using optimized crow search algorithm [J].
Gupta, Deepak ;
Sundaram, Shirsh ;
Khanna, Ashish ;
Hassanien, Aboul Ella ;
de Albuquerque, Victor Hugo C. .
COMPUTERS & ELECTRICAL ENGINEERING, 2018, 68 :412-424