A combined genetic algorithm and nonlinear least squares method for material characterization using elastic waves

被引:63
作者
Liu, GR [1 ]
Han, X [1 ]
Lam, KY [1 ]
机构
[1] Natl Univ Singapore, Dept Mech Engn, Ctr Adv Computat Engn Sci, ACES, Singapore 119260, Singapore
关键词
material characterization; composite; elastic wave; inverse problem; NDT; genetic algorithm; nonlinear least squares method;
D O I
10.1016/S0045-7825(01)00359-0
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The inverse problem of material characterization is formulated as a parameter identification problem in which a set of parameters corresponding to the material property can be found by minimizing error functions formulated using the measured displacement response and the one computed by a forward solver based on projected candidates of parameters. A hybrid numerical method is employed as the forward solver to calculate the dynamic displacement response on the surface of the composite plate for given material property. A combined method is used as the inverse operator to determine the material property of composite plate. In this method, genetic algorithm is first used to select a set of better solutions close to the optima; then the nonlinear least squares method is applied using these better solutions as the initial guesses. Finally, the identification results can be determined from the solutions of nonlinear least squares method by comparing their corresponding error function values. Actual material characterizations of composites demonstrate the higher efficiency of the present method. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1909 / 1921
页数:13
相关论文
共 21 条
[1]   Inversion of composite material elastic constants from ultrasonic bulk wave phase velocity data using genetic algorithms [J].
Balasubramaniam, K ;
Rao, NS .
COMPOSITES PART B-ENGINEERING, 1998, 29 (02) :171-180
[2]  
Carroll D.L., 1996, Developments in Theoretical and Applied Mechanics, P411
[3]   Chemical laser modeling with genetic algorithms [J].
Carroll, DL .
AIAA JOURNAL, 1996, 34 (02) :338-346
[4]   STABILITY OF DETERMINATION OF COMPOSITE MODULI FROM VELOCITY DATA IN PLANES OF SYMMETRY FOR WEAK AND STRONG ANISOTROPIES [J].
CHU, YC ;
ROKHLIN, SI .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1994, 95 (01) :213-225
[5]   ON DETERMINATION OF ORTHOTROPIC MATERIAL MODULI FROM ULTRASONIC VELOCITY DATA IN NONSYMMETRY PLANES [J].
CHU, YC ;
DEGTYAR, AD ;
ROKHLIN, SI .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1994, 95 (06) :3191-3203
[6]   ON THE IDENTIFICATION OF A HARMONIC FORCE ON A VISCOELASTIC PLATE FROM RESPONSE DATA [J].
DCRUZ, J ;
CRISP, JDC ;
RYALL, TG .
JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 1992, 59 (04) :722-729
[7]   A quadratic layer element for analyzing stress waves in FGMs and its application in material characterization [J].
Han, X ;
Liu, GR ;
Lam, KY ;
Ohyoshi, T .
JOURNAL OF SOUND AND VIBRATION, 2000, 236 (02) :307-321
[8]  
*IMSL, 1991, MSL STAT LIB US MAN
[9]  
Kalyanmoy D. E. B., 1998, OPTIMIZATION ENG DES
[10]  
Kendall M. G., 1969, ADV THEORY STAT, V1