Title :
An intelligent policing-routing mechanism based on fuzzy logic and genetic algorithms
Author :
Barolli, Leonard ; Koyama, Akio ; Motegi, Shiho ; Yokoyama, Shoichi
Author_Institution :
Dept. of Electr. & Inf. Eng., Yamagata Univ., Japan
Abstract :
The Asynchronous Transfer Mode (ATM) has been standardized and widely accepted as a technique to support future B-ISDN networks. In ATM networks, traffic control design becomes an important challenge, because of the diverse services support and the need for efficient network resource engineering. Two important functions for traffic control in ATM networks are policing and routing. The goal of these two functions is to guarantee the required quality of service. So far, all studies have treated policing and routing in a separate way. The combination of policing and routing can guarantee a better quality of service and increase the network utilization. Traditional network control strategies are not well suited for high speed networks. Use of intelligent algorithms based on fuzzy logic, neural networks and genetic algorithms can prove to be efficient for traffic control in ATM networks. We propose an intelligent policing-routing mechanism based on fuzzy logic and genetic algorithms. Performance evaluation via simulations shows that the proposed mechanism performs better than conventional policing mechanisms and routing algorithms
Keywords :
asynchronous transfer mode; fuzzy control; fuzzy logic; genetic algorithms; neural nets; quality of service; telecommunication computing; telecommunication congestion control; telecommunication network routing; ATM networks; Asynchronous Transfer Mode; future B-ISDN networks; fuzzy logic; genetic algorithms; high speed networks; intelligent algorithms; intelligent policing-routing mechanism; network control strategies; network resource engineering; network utilization; neural networks; performance evaluation; quality of service; routing algorithms; traffic control design; Asynchronous transfer mode; B-ISDN; Design engineering; Fuzzy logic; Genetic algorithms; High-speed networks; Intelligent networks; Quality of service; Routing; Traffic control;
Conference_Titel :
Parallel and Distributed Systems, 1998. Proceedings. 1998 International Conference on
Conference_Location :
Tainan
Print_ISBN :
0-8186-8603-0
DOI :
10.1109/ICPADS.1998.741104