Image space branch-reduction-bound algorithm for globally minimizing a class of multiplicative problems

被引:20
|
作者
Jiao, Hongwei [1 ]
Wang, Wenjie [1 ]
Yin, Jingben [1 ]
Shang, Youlin [2 ]
机构
[1] Henan Inst Sci & Technol, Sch Math Sci, Xinxiang 453003, Henan, Peoples R China
[2] Henan Univ Sci & Technol, Sch Math & Stat, Luoyang 471023, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Multiplicative problem; global optimization; branch-and-bound algorithm; image space region reduction technique; computational complexity; OPTIMIZATION; MINIMIZATION;
D O I
10.1051/ro/2022061
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents an image space branch-reduction-bound algorithm for solving a class of multiplicative problems (MP). First of all, by introducing auxiliary variables and taking the logarithm of the objective function, an equivalent problem (EP) of the problem (MP) is obtained. Next, by using a new linear relaxation technique, the parametric linear relaxation programming (PLRP) of the equivalence problem (EP) can be established for acquiring the lower bound of the optimal value to the problem (EP). Based on the characteristics of the objective function of the equivalent problem and the structure of the branch-and-bound algorithm, some region reduction techniques are constructed for improving the convergence speed of the algorithm. Finally, the global convergence of the algorithm is proved and its computational complexity is estimated, and numerical experiments are reported to indicate the higher computational performance of the algorithm.
引用
收藏
页码:1533 / 1552
页数:20
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