Discrete Invasive Weed Optimization Algorithm for Traveling Salesman Problems

被引:0
|
作者
Ouyang, Aijia [1 ]
Peng, Xuyu [2 ]
Wang, Qian [1 ]
Wang, Ya [1 ]
机构
[1] Zunyi Normal Coll, Dept Informat Engn, Zunyi 563006, Guizhou, Peoples R China
[2] Zunyi Normal Coll, Dept Comp Sci, Zunyi 563006, Guizhou, Peoples R China
来源
2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD) | 2017年
基金
中国国家自然科学基金;
关键词
Traveling salesman problem TSP); discrete invasive weed optimization algorithm; multidirectional permutation sequence; local optimization; PARTICLE SWARM OPTIMIZATION; PARAMETER-ESTIMATION; NEURAL-NETWORK; MODEL;
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
The paper proposes a discrete invasive weed optimization (DIWO) algorithm based on the application of this algorithm to the TSP, putting forward the global search strategy of the multidirectional permutation factor (MPF) and permutation sequence concept to generate offspring individuals, as well as to adjust the number of the permutation factors through nonlinear adaptive approach, thus it can effectively balance global exploration and local development; conducting local optimization to optimal individual, and obtaining better optimization results. The experimental data for measuring the algorithm performance, the DIWO algorithm can converge to the known optimal solution with small population scale and less iteration, and its efficiency is better than other traditional evolutionary algorithms.
引用
收藏
页码:523 / 528
页数:6
相关论文
共 50 条
  • [1] An improved discrete bat algorithm for symmetric and asymmetric Traveling Salesman Problems
    Osaba, Eneko
    Yang, Xin-She
    Diaz, Fernando
    Lopez-Garcia, Pedro
    Carballedo, Roberto
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2016, 48 : 59 - 71
  • [2] Evolutionary algorithm to traveling salesman problems
    Liao, Yen-Far
    Yau, Dun-Han
    Chen, Chieh-Li
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2012, 64 (05) : 788 - 797
  • [3] Parallel discrete lion swarm optimization algorithm for solving traveling salesman problem
    Zhang Daoqing
    Jiang Mingyan
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2020, 31 (04) : 751 - 760
  • [4] Discrete social spider algorithm for the traveling salesman problem
    BAS, Emine
    Ulker, Erkan
    ARTIFICIAL INTELLIGENCE REVIEW, 2021, 54 (02) : 1063 - 1085
  • [5] A Novel Discrete Particle Swarm Optimization Algorithm for the Travelling Salesman Problems
    Sequeiros, Jose A.
    Silva, Rui
    Santos, Andre S.
    Bastos, J.
    Varela, M. L. R.
    Madureira, A. M.
    INNOVATIONS IN INDUSTRIAL ENGINEERING, 2022, : 48 - 55
  • [6] Hybrid Invasive Weed Optimization Algorithm for Parameter Inversion Problems
    Deng, Tan
    Du, Jiayi
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2018, 32 (09)
  • [7] Evolutionary Multimodal Multiobjective Optimization for Traveling Salesman Problems
    Liu, Yiping
    Xu, Liting
    Han, Yuyan
    Zeng, Xiangxiang
    Yen, Gary G.
    Ishibuchi, Hisao
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2024, 28 (02) : 516 - 530
  • [8] Discrete sparrow search algorithm for symmetric traveling salesman problem
    Zhang, Zhen
    Han, Yang
    APPLIED SOFT COMPUTING, 2022, 118
  • [9] DJAYA: A discrete Jaya algorithm for solving traveling salesman problem
    Gunduz, Mesut
    Aslan, Murat
    APPLIED SOFT COMPUTING, 2021, 105
  • [10] Discrete Social Spider Algorithm for Solving Traveling Salesman Problem
    Khosravanian, Asieh
    Rahmanimanesh, Mohammad
    Keshavarzi, Parviz
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2021, 20 (03)