Title :
An orthogonal genetic algorithm for multimedia multicast routing
Author :
Zhang, Qingfu ; Leung, Yiu-Wing
Author_Institution :
German Nat. Res. Center for Inf. Technol., St. Augustin, Germany
fDate :
4/1/1999 12:00:00 AM
Abstract :
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. The 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
Keywords :
computational complexity; genetic algorithms; multicast communication; multimedia communication; telecommunication computing; telecommunication network routing; NP-complete problem; multicast tree; multimedia multicast routing; orthogonal genetic algorithm; Communication networks; Costs; Delay; Genetic algorithms; Heuristic algorithms; Multicast algorithms; Multimedia communication; Routing; Streaming media; Videoconference;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/4235.752920