A spatial branch-reduction-bound algorithm for solving generalized linear fractional problems globally

被引:2
|
作者
Hou, Zhisong [1 ]
Liu, Sanyang [2 ]
机构
[1] Xidian Univ, Sch Comp Sci & Technol, Xian 710071, Peoples R China
[2] Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
关键词
Generalized linear fractional problem; Global optimization; Branch-reduction-bound; Second order cone approximation; Double layer relaxation; OPTIMIZATION; SUM; MINIMIZATION; RATIOS;
D O I
10.1016/j.chaos.2023.114144
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In various engineering applications, the generalized linear fractional problem (GLFP) is an essential model that has many challenges in both theoretical and practical aspects. Therefore, the main work of this paper is to design an effective spatial algorithm for solving the GLFP efficiently. We start with equivalently converting the GLFP into an equivalent problem (EP) by transforming each fractional equation into one new variable. Next, applying the second-order cone relaxation to the constraint functions and executing a double-layer relaxation on the objective function of the EP, the second-order cone relaxed problem is constructed to underestimate the EP. Then, integrating some region reduction methods, we implement a spatial branch reduction-bound algorithm. Furthermore, we verified the convergence of the proposed algorithm. Equally important, the maximum iterations of the proposed algorithm in the worst scenario are evaluated by the complexity analysis of the proposed algorithm. Finally, by comparing some algorithms in the current literature, numerical results confirm the feasibility, robustness, and efficiency of the proposed algorithm.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] An efficient branch and bound reduction algorithm for globally solving linear fractional programming problems
    Huang, Bingdi
    Shen, Peiping
    CHAOS SOLITONS & FRACTALS, 2024, 182
  • [2] A criterion-space branch-reduction-bound algorithm for solving generalized multiplicative problems
    Jiao, Hongwei
    Li, Binbin
    Yang, Wenqiang
    JOURNAL OF GLOBAL OPTIMIZATION, 2024, 89 (03) : 597 - 632
  • [3] Outer space branch-reduction-bound algorithm for solving generalized affine multiplicative problems
    Jiao, Hongwei
    Wang, Wenjie
    Shang, Youlin
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2023, 419
  • [4] Image space branch-reduction-bound algorithm for globally minimizing a class of multiplicative problems
    Jiao, Hongwei
    Wang, Wenjie
    Yin, Jingben
    Shang, Youlin
    RAIRO-OPERATIONS RESEARCH, 2022, 56 (03) : 1533 - 1552
  • [5] BRANCH-REDUCTION-BOUND ALGORITHM FOR LINEAR SUM-OF-RATIOS FRACTIONAL PROGRAMS
    Shen, Pei-Ping
    Li, Wei-Min
    Liang, Yan-Chao
    PACIFIC JOURNAL OF OPTIMIZATION, 2015, 11 (01): : 79 - 99
  • [6] An efficient image space branch-reduction-bound algorithm to globally solve generalized fractional programming problems for large-scale real applications
    Hou, Zhisong
    Liu, Sanyang
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2024, 451
  • [7] Branch-reduction-bound algorithm for generalized geometric programming
    Shen, Peiping
    Li, Xiaoai
    JOURNAL OF GLOBAL OPTIMIZATION, 2013, 56 (03) : 1123 - 1142
  • [8] Branch-reduction-bound algorithm for generalized geometric programming
    Peiping Shen
    Xiaoai Li
    Journal of Global Optimization, 2013, 56 : 1123 - 1142
  • [9] IMAGE SPACE BRANCH-REDUCTION-BOUND ALGORITHM FOR GLOBALLY SOLVING THE SUM OF AFFINE RATIOS PROBLEM
    Jiao, Hongwei
    Shang, Youlin
    JOURNAL OF COMPUTATIONAL MATHEMATICS, 2025, 43 (01): : 203 - 228
  • [10] Optimizing generalized linear fractional program using the image space branch-reduction-bound scheme
    Jiao, Hongwei
    Ma, Junqiao
    OPTIMIZATION, 2025, 74 (01) : 1 - 32