Title :
A dynamic routing control based on a genetic algorithm
Author :
Shimamoto, Norio ; Hiramatsu, Atsushi ; Yamasaki, Kimiyoshi
Author_Institution :
NTT Commun. Switching Lab., Tokyo, Japan
Abstract :
It is demonstrated that dynamic routing control based on a genetic algorithm can provide flexible real-time management of the dynamic traffic changes in broadband networks. A string structure is proposed, each of whose elements represents paths between each pair of origin and destination terminal nodes, together with a new technique using the past solutions as the initial data for new searches. These techniques dramatically improve the efficiency and convergence speed of the genetic algorithm. Computer simulations show that the genetic algorithm using the proposed techniques can generate the exact solution of path arrangement and can find a routing arrangement that keeps the traffic loss-rate below a target value, even after changes in traffic
Keywords :
B-ISDN; genetic algorithms; real-time systems; telecommunication network management; telecommunication network routing; B-ISDN; broadband networks; dynamic routing control; dynamic traffic changes; flexible real-time management; genetic algorithm; string structure; telecommunication network routing; terminal nodes; B-ISDN; Communication system traffic control; Computer simulation; Genetic algorithms; Genetic mutations; Neural networks; Optimization methods; Routing; Telecommunication traffic; Traffic control;
Conference_Titel :
Neural Networks, 1993., IEEE International Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-0999-5
DOI :
10.1109/ICNN.1993.298715