An orthogonal genetic algorithm for multimedia multicast routing

被引:183
作者
Zhang, QF [1 ]
Leung, YW
机构
[1] GMD German Natl Res Ctr Informat Technol, D-53754 St Augustin, Germany
[2] Changsha Inst Technol, Dept Comp, Changsha 410073, Peoples R China
[3] Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Peoples R China
基金
美国国家科学基金会;
关键词
genetic algorithm; multimedia multicast routing; NP-complete;
D O I
10.1109/4235.752920
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many multimedia communication applications require a source to send multimedia information to multiple destinations through a communication network. To support these applications, it is necessary to determine a multicast tree of minimal cost to connect the source node to the destination nodes subject to delay constraints on multimedia communication. This problem is known as multimedia multicast routing and has been proved to be NP-complete, This paper proposes an orthogonal genetic algorithm for multimedia multicast routing. Its salient feature is to incorporate an experimental design method called orthogonal design into the crossover operation. As a result, it can search the solution space in a statistically sound manner and it is well suited for parallel implementation and execution. We execute the orthogonal genetic algorithm to solve two sets of benchmark test problems. The results indicate that for practical problem sizes, the orthogonal genetic algorithm can find near-optimal solutions within moderate numbers of generations.
引用
收藏
页码:53 / 62
页数:10
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