Parallel implementation of Ant Colony Optimization on MPP

被引:10
|
作者
Chen, Ling [1 ]
Sun, Hai-Ying [1 ]
Wang, Shu [1 ]
机构
[1] Yangzhou Univ, Dept Comp Sci, Yangzhou 225009, Jiangsu, Peoples R China
关键词
ant colony optimization; parallel; diversity; traveling; salesman problem;
D O I
10.1109/ICMLC.2008.4620547
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive parallel ant colony algorithm (PACO) is presented. In the algorithm, we propose a strategy for information exchange between processors which make each processor choose its partner to communicate and update the pheromone adaptively. We also propose a method of adjusting the time interval of information exchange adaptively according to the diversity of the solutions so as to increase the ability of search and avoid early convergence. Experimental results show that our algorithm PACO has high convergence speed, high speedup and efficiency.
引用
收藏
页码:981 / 986
页数:6
相关论文
共 50 条
  • [41] Parallel ant colony optimization for the training of cell signaling networks
    Gonzalez, Patricia
    Prado-Rodriguez, Roberto
    Gabor, Attila
    Saez-Rodriguez, Julio
    Banga, Julio R.
    Doallo, Ramon
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2022, 208
  • [42] FPGA implementation of population-based ant colony optimization
    Scheuermann, B
    So, K
    Guntsch, M
    Middendorf, M
    Diessel, O
    ElGindy, H
    Schmeck, H
    [J]. APPLIED SOFT COMPUTING, 2004, 4 (03) : 303 - 322
  • [43] All-Optical Implementation of the Ant Colony Optimization Algorithm
    Wenchao Hu
    Kan Wu
    Perry Ping Shum
    Nikolay I. Zheludev
    Cesare Soci
    [J]. Scientific Reports, 6
  • [44] All-Optical Implementation of the Ant Colony Optimization Algorithm
    Hu, Wenchao
    Wu, Kan
    Shum, Perry Ping
    Zheludev, Nikolay I.
    Soci, Cesare
    [J]. SCIENTIFIC REPORTS, 2016, 6 : 26283
  • [45] Ant Colony Optimization algorithm design and its FPGA implementation
    Li, Shih-An
    Yang, Min-Hao
    Weng, Chung-Wei
    Chen, Yi-Hong
    Lo, Chia-Hung
    Wong, Ching-Chang
    [J]. IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS 2012), 2012,
  • [46] An Efficient Implementation of Ant Colony Optimization on GPU for the Satisfiability Problem
    Youness, Hassan
    Ibraheim, Aziza
    Moness, Mohammed
    Osama, Muhammad
    [J]. 23RD EUROMICRO INTERNATIONAL CONFERENCE ON PARALLEL, DISTRIBUTED, AND NETWORK-BASED PROCESSING (PDP 2015), 2015, : 230 - 235
  • [47] Ant Colony Optimization
    Katya Rodríguez Vázquez
    [J]. Genetic Programming and Evolvable Machines, 2005, 6 (4) : 459 - 460
  • [48] Ant Colony Optimization
    Yaseen, Saad Ghaleb
    Al-Slamy, Nada M. A.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2008, 8 (06): : 351 - 357
  • [49] Ant Colony Optimization
    Lopez-Ibanez, Manuel
    [J]. GECCO-2010 COMPANION PUBLICATION: PROCEEDINGS OF THE 12TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2010, : 2353 - 2384
  • [50] Parallel ant colony systems
    Chu, SC
    Roddick, JF
    Pan, JS
    Su, CJ
    [J]. FOUNDATIONS OF INTELLIGENT SYSTEMS, 2003, 2871 : 279 - 284