Calibration of the parameters for a hardening-softening constitutive model using genetic algorithms

被引:43
|
作者
Rokonuzzaman, Md. [1 ]
Sakai, Toshinori [1 ]
机构
[1] Mie Univ, Dept Environm Sci & Technol, Grad Sch Bioresources, Tsu, Mie 514, Japan
关键词
Calibration; Traditional method; Micro-GAs; Hardening-softening model; Triaxial compression;
D O I
10.1016/j.compgeo.2010.02.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The present paper introduces a genetic algorithm-based optimization technique to calibrate a nonlinear strain hardening-softening constitutive model for soils using five material parameters. The efficiency of the proposed technique is analyzed through the use of different GA techniques. The effects of elitism, crossover, and mutation, as well as population size, on the performance of the conventional GAs for this problem are investigated. Micro-genetic algorithms (mGAs) are chosen and tested for different population sizes. The mGAs with a population size of five yields the optimal parameter values after fewer function evaluations and capture the overall simulated or experimental behavior at every point in stress-strain and strain paths in triaxial compression. The proposed calibration technique is validated through comparison with the traditional calibration technique. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:573 / 579
页数:7
相关论文
共 50 条
  • [41] Identification of Preisach hysteresis model parameters using genetic algorithms
    Hergli, K.
    Marouani, H.
    Zidi, M.
    Fouad, Yasser
    Elshazly, Mohamed
    JOURNAL OF KING SAUD UNIVERSITY SCIENCE, 2019, 31 (04) : 746 - 752
  • [42] Extraction of passive device model parameters using genetic algorithms
    Yun, I
    Carastro, LA
    Poddar, R
    Brooke, MA
    May, GS
    Hyun, KS
    Pyun, KE
    ETRI JOURNAL, 2000, 22 (01) : 38 - 46
  • [43] Calibration and uncertainty analysis of the SWAT model using Genetic Algorithms and Bayesian Model Averaging
    Zhang, Xuesong
    Srinivasan, Raghavan
    Bosch, David
    JOURNAL OF HYDROLOGY, 2009, 374 (3-4) : 307 - 317
  • [44] A work-hardening and softening constitutive model for sand:modified plastic strain energy approach
    M.S.A.Siddiquee
    Acta Mechanica Sinica , 2005, (01) : 76 - 86
  • [45] A work-hardening and softening constitutive model for sand: modified plastic strain energy approach
    Fangle Peng
    M.S.A. Siddiquee
    Shaoming Liao
    Acta Mechanica Sinica, 2005, 21 : 76 - 86
  • [46] A unified strain-hardening and strain-softening elastoplastic constitutive model for intact rocks
    Xiao, Yingming
    Qiao, Yafei
    He, Manchao
    Li, Hongru
    Cheng, Tai
    Tang, Jie
    COMPUTERS AND GEOTECHNICS, 2022, 148
  • [47] A work-hardening and softening constitutive model for sand: modified plastic strain energy approach
    Peng, FL
    Siddiquee, MSA
    Liao, SM
    ACTA MECHANICA SINICA, 2005, 21 (01) : 76 - 86
  • [48] A Modified Strain Softening–Hardening Constitutive Model for Plastic Concrete Cut-off Wall
    Masoud Mehmandoust Kotlar
    Ali Akhtarpour
    Mohammad Khorrami
    Geotechnical and Geological Engineering, 2024, 42 : 389 - 407
  • [49] Calibration of parameters of water supply network model using genetic algorithm
    Boczar, Tomasz
    Adamikiewicz, Norbert
    Stanislawski, Wlodzimierz
    INTERNATIONAL CONFERENCE ENERGY, ENVIRONMENT AND MATERIAL SYSTEMS (EEMS 2017), 2017, 19
  • [50] Constitutive model calibration using an optimization technique
    Guimaraes, A. G.
    Azevedo, I. D.
    Azevedo, R. F.
    APPLICATIONS OF COMPUTATIONAL MECHANICS IN GEOTECHNICAL ENGINEERING V, 2007, : 77 - 84