A FAST SCALABLE EVOLUTIONARY ALGORITHM FOR THE QOS MULTICAST ROUTING PROBLEM

被引:0
|
作者
Al-Sharhan, S. [1 ]
Karray, F. [2 ]
Gueaieb, W. [3 ]
机构
[1] Gulf Univ Sci & Technol, Dept Comp Sci, Hawally 32093, Kuwait
[2] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
[3] Univ Ottawa, Sch Informat Technol & Engn, Ottawa, ON, Canada
来源
关键词
QoS Multicast routing; Incremental learning; Competitive learning; Bounded multicast tree;
D O I
10.1080/10798587.2008.10643006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The increasing demand of real-time multimedia services makes of quality of service based routing a serious challenge for next-generation networks. The complexity of this NP-complete problem significantly increases with the size of the network. A new evolutionary-based multicast routing algorithm is presented in this paper. It is based oil computational intelligence techniques that integrate in an efficient manner the merits of genetic algorithms and the concepts of competitive learning in the area of artificial neural networks. Population-based incremental learning algorithm is utilized, among other techniques, to construct a delay bounded multicast tree. The proposed algorithm is capable of simultaneously satisfying several key quality of service requirements that are necessary for real-time multimedia applications. The main objective of the algorithm is to construct a multicast tree that is characterized by a minimum cost and a bounded end-to-end delay and residual bandwidth. It is shown through a series of extensive experimental studies that the proposed algorithm outperforms several other popular heuristic based routing algorithms in terms of execution time as well as the quality of the generated solution, for various network sizes, multicast tree sizes, and delay bounds. It is also shown that the performance of the algorithm becomes significantly
引用
收藏
页码:461 / 478
页数:18
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