Title :
Bandwidth allocation for virtual paths (BAVP): investigation of performance of classical constrained and genetic algorithm based optimisation techniques
Author :
Pitsillides, A. ; Stylianou, G. ; Pattichis, C.S. ; Sekercioglu, A. ; Vasilakos, A.
Author_Institution :
Dept. of Comput. Sci., Cyprus Univ., Nicosia, Cyprus
Abstract :
We investigate the performance of a classical constrained optimisation (CCO) algorithm and a constrained optimisation genetic algorithm (GA) for solving the bandwidth allocation for virtual paths (BAVP) problem. We compare throughput, fairness and time complexity of GA-BAVP and CCO-BAVP for several node topologies. The results on maximising the throughput obtained with GA-BAVP and CCO-BAVP are in close agreement, however when considering fairness GA-BAVP outperforms CCO-BAVP, especially for more complex topologies, like the 7-node network, without abundant link capacity. Convergence of the two algorithms appears similar, with GA-BAVP outperforming CCO-BAVP in initial stages, and vice-versa for longer time scales. However as the problem complexity increases the solution time for the genetic algorithm does not increase as fast as the classical constrained optimisation algorithm. A hybrid scheme is also introduced, combining the benefits of both algorithms. It exhibited better overall convergence rate but the same solution as CCO-BAVP
Keywords :
bandwidth allocation; computational complexity; constraint theory; convergence of numerical methods; genetic algorithms; network topology; optimisation; 7-node network; BAVP; CCO; bandwidth allocation; classical constrained optimisation algorithm; complex topologies; constrained optimisation genetic algorithm; fairness; hybrid scheme; link capacity; node topologies; overall convergence rate; solution time; throughput; time complexity; virtual paths; Asynchronous transfer mode; Bandwidth; Channel allocation; Computer science; Constraint optimization; Genetic algorithms; IP networks; Resource management; Throughput; Traffic control;
Conference_Titel :
INFOCOM 2000. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies. Proceedings. IEEE
Conference_Location :
Tel Aviv
Print_ISBN :
0-7803-5880-5
DOI :
10.1109/INFCOM.2000.832548