Convergence of the Nelder-Mead simplex method to a nonstationary point

被引:262
|
作者
Mckinnon, KIM [1 ]
机构
[1] Univ Edinburgh, Dept Math & Stat, Edinburgh EH9 3JZ, Midlothian, Scotland
关键词
Nelder-Mead method; direct search; simplex; unconstrained optimization;
D O I
10.1137/S1052623496303482
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper analyzes the behavior of the Nelder-Mead simplex method for a family of examples which cause the method to converge to a nonstationary point. All the examples use continuous functions of two variables. The family of functions contains strictly convex functions with up to three continuous derivatives. In all the examples the method repeatedly applies the inside contraction step with the best vertex remaining fixed. The simplices tend to a straight line which is orthogonal to the steepest descent direction. It is shown that this behavior cannot occur for functions with more than three continuous derivatives. The stability of the examples is analyzed.
引用
收藏
页码:148 / 158
页数:11
相关论文
共 50 条
  • [21] Identification of the Henon chaotic map by fuzzy modeling and Nelder-Mead simplex method
    Coelho, Leandro dos Santos
    Araujo, Ernesto
    CHAOS SOLITONS & FRACTALS, 2009, 41 (05) : 2762 - 2772
  • [22] The Optimization of Machining Parameters for Milling Operations by Using the Nelder-Mead Simplex Method
    Lee, Yubin
    Resiga, Alin
    Yi, Sung
    Wern, Chien
    JOURNAL OF MANUFACTURING AND MATERIALS PROCESSING, 2020, 4 (03):
  • [23] DC Motor Experimental Parameter Identification using the Nelder-Mead Simplex Method
    Dub, Michal
    Jalovecky, Rudolf
    PROCEEDINGS OF 14TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (EPE-PEMC 2010), 2010,
  • [24] Use of Nelder-Mead simplex method to arc fitting for railway track realignment
    Skala-Szymanska, Marta
    Cellmer, Slawomir
    Rapinski, Jacek
    9TH INTERNATIONAL CONFERENCE ENVIRONMENTAL ENGINEERING (9TH ICEE) - SELECTED PAPERS, 2014,
  • [25] CONVERGENCE OF THE RESTRICTED NELDER-MEAD ALGORITHM IN TWO DIMENSIONS
    Lagarias, Jeffrey C.
    Poonen, Bjorn
    Wright, Margaret H.
    SIAM JOURNAL ON OPTIMIZATION, 2012, 22 (02) : 501 - 532
  • [26] Globalized Nelder-Mead method for engineering optimization
    Luersen, MA
    Le Riche, R
    COMPUTERS & STRUCTURES, 2004, 82 (23-26) : 2251 - 2260
  • [27] MINIMIZATION OF SCALAR FIELDS: THE NELDER-MEAD METHOD
    Gimenez, Fernando
    Jose Marin, Ma
    INTED2012: INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2012, : 200 - 203
  • [28] The Nelder-Mead Simplex Algorithm Is Sixty Years Old: New Convergence Results and Open Questions
    Galantai, Aurel
    ALGORITHMS, 2024, 17 (11)
  • [29] Accelerating MOEA/D by Nelder-Mead Method
    Zhang, Hanwei
    Zhou, Aimin
    Zhang, Guixu
    Singh, Hemant Kumar
    2017 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2017, : 976 - 983
  • [30] Identification of solar cell model parameters by combining analytical method with Nelder-Mead simplex method
    Gao, Xiankun
    Yao, Chuan'an
    Gao, Xiangchuan
    Yu, Yongchang
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2014, 30 (06): : 97 - 106