Performance comparison of genetic algorithm and particle swarm optimization on QoS multicast routing problem

被引:0
|
作者
Qin, Jie [1 ]
Liu, Jing [1 ]
Xu, Wenbo [1 ]
机构
[1] So Yangtze Univ, Sch Informat Technol, Wuxi 214122, Jiangsu, Peoples R China
关键词
multicast routing; QoS; routing optimization; Particle swarm optimization algorithms; PSO;
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
QoS multicast routing in networks is a very important research issues in the areas of networks and distributed systems. This is also a challenging and hard problem for the next generation Internet a high-performance networks. Because of its NP-completeness, many heuristics such as Genetic Algorithms are employed solve the problem. This paper proposes an Improved PSO (IPSO) and present how to solve QoS multicast routing problem by IPSO. The proposed algorithm converts the QoS multicast routing problem into an integer-programming problem. We test IPSO-base routing algorithm on a network model. For performance comparison, we also test Particle Swarm Optimization (PSO) algorithm and GA. The experiment results show the availability and efficiency of IPSO on the problem and its superiority to PSO and GA.
引用
收藏
页码:1140 / 1143
页数:4
相关论文
共 50 条
  • [21] Performance comparison of particle swarm optimization and genetic algorithm for inverse surface radiation problem
    Lee, Kyun Ho
    Kim, Ki Wan
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2015, 88 : 330 - 337
  • [22] QoS Multicast Routing problem Based on Artificial Fish-Swarm Algorithm
    Liu, Chun-bo
    Wang, Hui-jin
    Luo, Zhi-ping
    Yu, Xiu-qin
    Liu, Li-hua
    PROCEEDINGS OF THE FIRST INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND COMPUTER SCIENCE, VOL II, 2009, : 814 - +
  • [23] QMRGA - QoS multicast routing optimization algorithm based on. genetic algorithm
    Sun, BL
    Chen, H
    Li, LY
    PROGRESS IN INTELLIGENCE COMPUTATION & APPLICATIONS, 2005, : 184 - 189
  • [24] Research on QoS Multicast Routing Optimization Algorithm Based on Hybrid Genetic Algorithm
    Li, Chaoliang
    Wei, Liang
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 4272 - 4275
  • [25] Combination of genetic algorithm and ant colony optimization for qos multicast routing
    Peng, Bo
    Li, Lei
    Advances in Intelligent Systems and Computing, 2014, 270 : 49 - 56
  • [26] A learnable genetic algorithm for QoS multicast routing
    Feng, XJ
    Liu, F
    2002 6TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I AND II, 2002, : 73 - 76
  • [27] A fuzzy genetic algorithm for QoS multicast routing
    Chen, P
    Dong, TL
    COMPUTER COMMUNICATIONS, 2003, 26 (06) : 506 - 512
  • [28] An improved genetic algorithm for QOS multicast routing
    Fan Yiming
    Yu Jianjun
    Fang Zhimin
    PROCEEDINGS OF 2007 INTERNATIONAL WORKSHOP ON SIGNAL DESIGN AND ITS APPLICATIONS IN COMMUNICATIONS, 2007, : 133 - +
  • [29] QoS unicast routing algorithm based on particle swarm optimization in NGI
    Wang, Xing-Wei
    Wang, Jun-Wei
    Wu, Tie-Yan
    Huang, Min
    Dongbei Daxue Xuebao/Journal of Northeastern University, 2006, 27 (01): : 21 - 24
  • [30] Particle swarm optimization algorithm and comparison with genetic algorithm
    Shen, Yan
    Guo, Bing
    Gu, Tian-Xiang
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2005, 34 (05): : 696 - 699