Title :
The bandwidth allocation of ATM through genetic algorithm
Author :
Pan, Hong ; Wang, Irving Y.
Author_Institution :
Dept. of Electr. & Comput. Eng., New Jersey Inst. of Technol., Newark, NJ, USA
Abstract :
The authors develop an optimization algorithm based on the genetic algorithm to achieve the bandwidth allocation of the ATM (asynchronous transfer mode) network. Using the ATM technique, one can flexibly reconfigure the network and reassign the bandwidth to meet the requirements of all types of services. By dynamically routing the traffic and adjusting the bandwidth assignment, the average packet delay of the whole network can be reduced to a minimum. The M/M/1 queueing model can be used to analyze the performance. The genetic algorithm is applied to the bandwidth allocation problem of ATM to find the minimum average packet delay of the network. Simulation results show that a delay improvement (41.8%) can be achieved within 30 iterations
Keywords :
ISDN; broadband networks; genetic algorithms; queueing theory; telecommunication traffic; time division multiplexing; ATM network; B-ISDN; M/M/1 queueing model; asynchronous transfer mode; average packet delay; bandwidth allocation; dynamic traffic routing; genetic algorithm; optimization algorithm; Asynchronous transfer mode; Bandwidth; Channel allocation; Delay; Genetic algorithms; Performance analysis; Queueing analysis; Routing; Telecommunication traffic; Traffic control;
Conference_Titel :
Global Telecommunications Conference, 1991. GLOBECOM '91. 'Countdown to the New Millennium. Featuring a Mini-Theme on: Personal Communications Services
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-87942-697-7
DOI :
10.1109/GLOCOM.1991.188369