A DETERMINISTIC ALGORITHM FOR GLOBAL OPTIMIZATION

被引:85
|
作者
BREIMAN, L
CUTLER, A
机构
[1] UTAH STATE UNIV,DEPT MATH & STAT,LOGAN,UT 84322
[2] UNIV CALIF BERKELEY,BERKELEY,CA 94720
关键词
DETERMINISTIC GLOBAL OPTIMIZATION; GLOBAL MAXIMUM; GLOBAL MINIMUM;
D O I
10.1007/BF01581266
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present an algorithm for finding the global maximum of a multimodal, multivariate function for which derivatives are available. The algorithm assumes a bound on the second derivatives of the function and uses this to construct an upper envelope. Successive function evaluations lower this envelope until the value of the global maximum is known to the required degree of accuracy. The algorithm has been implemented in RATFOR and execution times for standard test functions are presented at the end of the paper.
引用
收藏
页码:179 / 199
页数:21
相关论文
共 50 条
  • [1] A deterministic global optimization algorithm
    Ji, Ying
    Zhang, Ke-Cun
    Qu, Shao-Han
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2007, 185 (01) : 382 - 387
  • [2] TRUST: A deterministic algorithm for global optimization
    Barhen, J
    Protopopescu, V
    Reister, D
    [J]. SCIENCE, 1997, 276 (5315) : 1094 - 1097
  • [3] A note on a deterministic global optimization algorithm
    Jiao, Hongwei
    Chen, Yongqiang
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2008, 202 (01) : 67 - 70
  • [4] A deterministic global optimization algorithm for generalized geometric programming
    Wang, YJ
    Liang, ZA
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2005, 168 (01) : 722 - 737
  • [5] A DETERMINISTIC EVOLUTIONARY ALGORITHM FOR THE GLOBAL OPTIMIZATION OF MORSE CLUSTER
    Kovartsev, A. N.
    [J]. COMPUTER OPTICS, 2015, 39 (02) : 234 - 240
  • [6] A Scalable Deterministic Global Optimization Algorithm for Clustering Problems
    Hua, Kaixun
    Shi, Mingfei
    Cao, Yankai
    [J]. INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 139, 2021, 139
  • [7] A deterministic algorithm for global multi-objective optimization
    Evtushenko, Yu. G.
    Posypkin, M. A.
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2014, 29 (05): : 1005 - 1019
  • [8] A deterministic global optimization algorithm for problems with nonlinear dynamics
    Adjiman, CS
    Papamichail, I
    [J]. FRONTIERS IN GLOBAL OPTIMIZATION, 2003, 74 : 1 - 23
  • [9] GLOBIE: An algorithm for the deterministic global optimization of box-constrained NLPs
    Kazazakis, Nikolaos
    Adjiman, Claire S.
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON FOUNDATIONS OF COMPUTER-AIDED PROCESS DESIGN, 2014, 34 : 669 - 674
  • [10] A Scalable Deterministic Global Optimization Algorithm for Training Optimal Decision Tree
    Hua, Kaixun
    Ren, Jiayang
    Cao., Yankai
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 35, NEURIPS 2022, 2022,