Damage detection in CFRP composite beams based on vibration analysis using proper orthogonal decomposition method with radial basis functions and cuckoo search algorithm

被引:85
|
作者
Samir, Khatir [1 ]
Brahim, Benaissa [2 ]
Capozucca, Roberto [3 ]
Wahab, Magd Abdel [4 ,5 ,6 ]
机构
[1] Univ Ghent, Dept Elect Energy Syst & Automat, Fac Engn & Architecture, Ghent, Belgium
[2] Kyushu Inst Technol, Fac Comp Sci & Syst Engn, Dept Creat Informat, Kitakyushu, Fukuoka, Japan
[3] Polytech Univ Marche, Ancona, Italy
[4] Ton Duc Thang Univ, Div Computat Mech, Ho Chi Minh City, Vietnam
[5] Ton Duc Thang Univ, Fac Civil Engn, Ho Chi Minh City, Vietnam
[6] Univ Ghent, Soete Lab, Fac Engn & Architecture, Technol Pk Zwijnaarde 903, B-9052 Ghent, Belgium
关键词
Crack identification; Inverse problem; Carbon Fibre Reinforced Polymer (CFRP); Proper Orthogonal Decomposition; Radial Basis Functions; Cuckoo Search; Genetic Algorithm; SHEAR DEFORMATION-THEORY; ISOGEOMETRIC ANALYSIS; LAMINATED COMPOSITE; IDENTIFICATION; CRACKING;
D O I
10.1016/j.compstruct.2017.12.058
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
This paper presents a new fast approach for crack identification using vibration analysis based on model reduction using proper orthogonal decomposition method with radial basis function (POD-RBF). The method is formulated as an inverse problem for detecting the position, length and depth of crack in Carbon Fibre Reinforced Polymer (CFRP) composite structures, where Genetic and Cuckoo search algorithms are used to minimize the cost function based on numerical and experimental natural frequencies. The results show that the POD-RBF combined with Cuckoo search algorithm is an efficient and a feasible methodology of predicting the width, depth and position of double rectangular notches in CFRP beams. The stability of this technique is tested by introducing a white Gaussian noise in the frequencies data input. The results show that the proposed approach is stable when the noise level is lower than 6%.
引用
收藏
页码:344 / 353
页数:10
相关论文
共 46 条
  • [21] A basis reduction method using proper orthogonal decomposition for shakedown analysis of kinematic hardening material
    Jun-Hyok Ri
    Hyon-Sik Hong
    Computational Mechanics, 2019, 64 : 1 - 13
  • [22] Meshless Galerkin method using radial basis functions based on domain decomposition
    Duan, Yong
    APPLIED MATHEMATICS AND COMPUTATION, 2006, 179 (02) : 750 - 762
  • [23] Radial basis functions based on differential quadrature method for the free vibration analysis of laminated composite arbitrarily shaped plates
    Fantuzzi, Nicholas
    Bacciocchi, Michele
    Tornabene, Francesco
    Viola, Erasmo
    Ferreira, Antonio J. M.
    COMPOSITES PART B-ENGINEERING, 2015, 78 : 65 - 78
  • [24] A rapid method to predict biaxial fatigue life of automotive wheels using proper orthogonal decomposition and radial basis function algorithm (vol 186, 103543, 2023)
    Luo, Jintao
    Shan, Yingchun
    Liu, Xiandong
    Zhang, Yue
    Jiang, Er
    Kong, Decai
    ADVANCES IN ENGINEERING SOFTWARE, 2024, 189
  • [25] Robust wall gradient estimation using radial basis functions and proper orthogonal decomposition (POD) for particle image velocimetry (PIV) measured fields
    Karri, Satyaprakash
    Charonko, John
    Vlachos, Pavlos P.
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2009, 20 (04)
  • [26] Vibration based damage detection in composite beams under temperature variations using Poincare maps
    Manoach, Emil
    Samborski, Sylwester
    Mitura, Andrzej
    Warminski, Jerzy
    INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES, 2012, 62 (01) : 120 - 132
  • [27] A meshless collocation method based on radial basis functions for free and forced vibration analysis of functionally graded plates using FSDT
    Hosseini, Shahram
    Rahimi, Gholamhossein
    Anani, Yavar
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2021, 125 : 168 - 177
  • [28] Thick composite beam analysis using a global meshless approximation based on radial basis functions
    Ferreira, AJM
    MECHANICS OF ADVANCED MATERIALS AND STRUCTURES, 2003, 10 (03) : 271 - 284
  • [29] Vibration analysis of rotating composite beams using polynomial based dimensional reduction method
    Ghafari, Esmaeel
    Rezaeepazhand, Jalil
    INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES, 2016, 115 : 93 - 104
  • [30] A Dual Scalar Magnetic Target Localization Method Using Anderson Basis Functions and Cuckoo-Search-Based Spiral Update
    Cao, Wenliang
    Wang, Yong
    Wang, Zhen
    Chai, Jin
    Wang, Han
    Yue, Liangguang
    Wang, Yi
    Zhao, Jing
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2024, 21