Direct Search Simulated Annealing for Nonlinear Global Optimization of Rayleigh Waves

被引:0
|
作者
Lv, Xiaochun [1 ]
Gu, Hanming [1 ]
机构
[1] China Univ Geosci, Inst Geophys & Geomat, Wuhan 430074, Hubei, Peoples R China
关键词
Nonlinear Global Optimization; Simulated annealing; Genetic algorithms; Artificial neural network; Rayleigh waves; SURFACE-WAVES; INVERSION; DISPERSION; TRANSFORM; VELOCITY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nonlinear global optimization of Rayleigh wave dispersion curves not only undergoes computational difficulties associated with being easily entrapped in local minima for most local-search methods but also suffers from the high computational cost for most global optimization methods due to its multi-modality and its high nonlinearity. In order to effectively overcome the above described difficulties, we proposed a new Rayleigh wave dispersion curve inversion scheme based on Direct Search Simulated annealing (DSSA), an efficient and robust algorithm which hybridized direct search methods, as local search methods, and simulated annealing, as a meta-heuristic method. The performance of the proposed procedure is tested on a four-layer synthetic earth model and a real-world example. Results from both synthetic and real field data demonstrate that DSSA applied to nonlinear inversion of Rayleigh waves should be considered good not only in terms of computation time but also in terms of accuracy due to its global and fast convergence in the final stage of exploration.
引用
收藏
页码:43 / 50
页数:8
相关论文
共 50 条
  • [31] Generalized Simulated Annealing for Global Optimization: The GenSA Package
    Xiang, Yang
    Gubian, Sylvain
    Suomela, Brian
    Hoeng, Julia
    R JOURNAL, 2013, 5 (01): : 13 - 28
  • [32] A robust global optimization method based on simulated annealing
    Moh, JS
    Chiang, DY
    ENGINEERING OPTIMIZATION, 2001, 33 (03) : 373 - 398
  • [33] Convergence of the simulated annealing algorithm for continuous global optimization
    Yang, RL
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2000, 104 (03) : 691 - 716
  • [35] Convergence of a Simulated Annealing Algorithm for Continuous Global Optimization
    M. Locatelli
    Journal of Global Optimization, 2000, 18 : 219 - 233
  • [36] Constrained global optimization by constraint partitioning and simulated annealing
    Wah, Benjamin W.
    Chen, Yixin
    Wan, Andrew
    ICTAI-2006: EIGHTEENTH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2006, : 265 - +
  • [38] Convergence of the Simulated Annealing Algorithm for Continuous Global Optimization
    R. L. Yang
    Journal of Optimization Theory and Applications, 2000, 104 : 691 - 716
  • [39] A New Dynamic Simulated Annealing Algorithm for Global Optimization
    Yarmohamadi, Hasan
    Kabudian, Jahanshah
    Mirhosseini, Seyed Hanif
    JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE-JMCS, 2015, 14 (01): : 16 - 23
  • [40] A Direct Search Algorithm for Global Optimization
    Baeyens, Enrique
    Herreros, Alberto
    Peran, Jose R.
    ALGORITHMS, 2016, 9 (02)