Title :
Optimum virtual paths system based in ATM network using genetic algorithm
Author :
Tanterdtid, Surat ; Steanputtanagul, Worawit ; Benjapolakul, Watit
Author_Institution :
Dept. of Electr. Eng., Chulalongkorn Univ., Bangkok, Thailand
Abstract :
The problem of optimizing virtual paths (VPs) system based in an asynchronous transfer mode (ATM) network is addressed. In order to obtain the optimum VPs system, we propose the use of the genetic algorithm (GA) to solve this kind of problem. The equivalent bandwidth of each VP which guarantees both the quality of service (QoS) in the cell level and the grade of service (GoS) in the connection level is formulated to represent the effective transmission rate of the heterogeneous traffic VP. A multi-objective function which comprises of the average blocking rate (ABR) and the average packet delay (APD) is used as the VPs system assignment constraint is to be minimized in the optimization method. We describe a simple coding technique in which each chromosome is represented as the VPs system. Also, the concept of the past solution is used in order to reduce the calculation times for adaptive VPs assignment. The numerical results show that with our proposed method, the optimum VPs system which we obtain maximizes the ATM network throughput
Keywords :
adaptive systems; asynchronous transfer mode; delays; optimisation; packet switching; telecommunication network routing; ATM network; GoS; QoS; adaptive VP assignment; asynchronous transfer mode; average blocking rate; average packet delay; calculation time reduction; cell level; chromosome; coding technique; connection level; equivalent bandwidth; genetic algorithm; grade of service; heterogeneous traffic; multi-objective function; network routing; network throughput; optimization method; optimum virtual paths system; past solution; quality of service; system assignment constraint; transmission rate; Asynchronous transfer mode; B-ISDN; Bandwidth; Biological cells; Genetic algorithms; Intelligent networks; Optimization methods; Quality of service; Routing; Switches;
Conference_Titel :
Information, Communications and Signal Processing, 1997. ICICS., Proceedings of 1997 International Conference on
Print_ISBN :
0-7803-3676-3
DOI :
10.1109/ICICS.1997.652046