Locating and sizing of delamination in composite laminates using computational and experimental methods

被引:22
作者
Ishak, SI [1 ]
Liu, GR [1 ]
Shang, HM [1 ]
Lim, SP [1 ]
机构
[1] Natl Univ Singapore, Dept Mech & Prod Engn, Singapore 119260, Singapore
关键词
laminates; delamination; non-destructive testing; strip element method;
D O I
10.1016/S1359-8368(01)00019-1
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper describes an application of Strip Element Method (SEM) and adaptive Multilayer Perceptron Networks (MLP) for inverse identification of interfacial delaminations in carbon/epoxy laminated composite beams. Displacement responses calculated using SEM for laminated beams containing predetermined delamination parameters (i.e. delamination location, depth and length) are used as training data for the MLP. Once the MLP is trained, the MLP networks are then employed for inverse determination of delamination using experimental displacement responses measured with a scanning laser vibrometer. The outputs of the initially trained MLP, which are the reconstructed delamination parameters, are then compared with the experiments data. The MLP will be re-trained and re-used for parameter reconstruction until satisfactory results are obtained. Examples show that the procedure performs well for the determination of a wide range of values for the location, depth and length of delamination. (C) 2001 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:287 / 298
页数:12
相关论文
共 17 条
[1]   THE IMPEDANCE METHOD OF NON-DESTRUCTIVE INSPECTION [J].
CAWLEY, P .
NDT INTERNATIONAL, 1984, 17 (02) :59-65
[2]   THE SENSITIVITY OF THE MECHANICAL IMPEDANCE METHOD OF NONDESTRUCTIVE TESTING [J].
CAWLEY, P .
NDT INTERNATIONAL, 1987, 20 (04) :209-215
[3]   THE APPROXIMATE LOCATION OF DAMAGE THROUGH THE ANALYSIS OF NATURAL FREQUENCIES WITH ARTIFICIAL NEURAL NETWORKS [J].
KAMINSKI, PC .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART E-JOURNAL OF PROCESS MECHANICAL ENGINEERING, 1995, 209 (E2) :117-123
[4]  
Lam K. Y., 1995, Journal of Computational Acoustics, V3, P297, DOI 10.1142/S0218396X9500015X
[5]   CHARACTERIZATION OF A HORIZONTAL CRACK IN ANISOTROPIC LAMINATED PLATES [J].
LIU, GR ;
LAM, KY .
INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES, 1994, 31 (21) :2965-2977
[6]   Scattering of waves by flaws in anisotropic laminated plates [J].
Liu, GR ;
Lam, KY ;
Shang, HM .
COMPOSITES PART B-ENGINEERING, 1996, 27 (05) :431-437
[7]   Scattering of SH waves by flaws in sandwich plates and its use in flaw detection [J].
Liu, GR ;
Lam, KY .
COMPOSITE STRUCTURES, 1996, 34 (03) :251-261
[8]  
LIU GR, 1994, ASME, V61, P270
[9]   Neural network solution of the inverse vibration problem [J].
Mahmoud, MA ;
Abu Kiefa, MA .
NDT & E INTERNATIONAL, 1999, 32 (02) :91-99
[10]  
RHIM J, 1995, COMPUT MECH, V16, P437