Efficient initial solution to Extremal Optimization algorithm for weighted MAXSAT problem

被引:0
|
作者
Menai, ME [1 ]
Batouche, M
机构
[1] Tebessa Univ, Dept Comp Sci, Tebessa 12000, Algeria
[2] Mentouri Univ, Dept Comp Sci, LIRE Lab, Constantine, Algeria
来源
DEVELOPMENTS IN APPLIED ARTIFICIAL INTELLIGENCE | 2003年 / 2718卷
关键词
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
Stochastic local search algorithms are proved to be one of the most effective approach for computing approximate solutions of hard combinatorial problems. Most of them are based on a typical randomness related to uniform distributions for generating initial solutions. Particularly, Extremal Optimization is a recent meta-heuristic proposed for finding high quality solutions to hard optimization problems. In this paper, we introduce an algorithm based on another distribution, known as the Bose-Einstein distribution in quantum physics, which provides a new stochastic initialization scheme to an Extremal Optimization procedure. The resulting algorithm is proposed for the approximated solution to an instance of the weighted maximum satisfiability problem (MAXSAT). We examine its effectiveness by computational experiments on a large set of test instances and compare it with other existing meta-heuristic methods. Our results are remarkable and show that this approach is appropriate for this class of problems.
引用
收藏
页码:592 / 603
页数:12
相关论文
共 50 条
  • [41] Efficient solution of a qp optimization problem with zonotopic constraints
    Stoican, Florin
    Hovd, Morten
    2012 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA), 2012, : 457 - 462
  • [42] The Weighted Davenport constant of a group and a related extremal problem
    Balachandran, Niranjan
    Mazumdar, Eshita
    ELECTRONIC JOURNAL OF COMBINATORICS, 2019, 26 (04):
  • [43] On the weighted trigonometric Bojanov-Chebyshev extremal problem
    Nagy, Béla
    Révész, Szilárd Gy
    arXiv, 2023,
  • [44] AN ALGORITHM OF THE LINEAR OPTIMIZATION PROBLEM SOLUTION IN THE DISTRIBUTED SYSTEM
    VOLKOVICH, VL
    KOLENOV, GV
    MASHCHENKO, SO
    AVTOMATIKA, 1989, (01): : 38 - 46
  • [45] Solution search algorithm for a CFD optimization problem with multimodal solution space
    Kuriyama, Yoshifumi
    Hayashi, Syuichiro
    Yano, Ken'ichi
    Watanabe, Mamoru
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 5556 - 5561
  • [46] ON THE WEIGHTED TRIGONOMETRIC BOJANOV-CHEBYSHEV EXTREMAL PROBLEM
    Nagy, Bela
    Revesz, Szilard Gy
    TRUDY INSTITUTA MATEMATIKI I MEKHANIKI URO RAN, 2023, 29 (04): : 193 - 216
  • [47] Extremal optimization algorithm on evolving networks
    Gao, Yongchao
    Li, Qiqiang
    Ding, Ran
    Zhang, Jinsong
    ISDA 2006: SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 2, 2006, : 1149 - +
  • [48] Towards an Efficient Approximate Solution for the Weighted User Authorization Query Problem
    Lu, Jianfeng
    Wang, Zheng
    Xu, Dewu
    Tang, Changbing
    Han, Jianmin
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2017, E100D (08): : 1762 - 1769
  • [49] An efficient algorithm for computing a class of multiplicative optimization problem
    Wang, Jun-Tao
    Yin, Jing-Ben
    JOURNAL OF DISCRETE MATHEMATICAL SCIENCES & CRYPTOGRAPHY, 2016, 19 (03): : 691 - 706
  • [50] An efficient optimization algorithm for electric vehicle routing problem
    Vani, Batchu Veena
    Kishan, Dharavath
    Ahmad, Md Waseem
    Reddy, Ch Rama Prakasha
    IET POWER ELECTRONICS, 2023,