Title :
Intelligent leaky bucket algorithms for sustainable-cell-rate usage parameter control in ATM networks
Author :
Chang, Chung-Ju ; Chang, Chih-Sheng ; Eul, Zohnshiun ; Lin, Li-Fong
Author_Institution :
Dept. of Commun. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
We propose two intelligent leaky bucket algorithms for sustainable-cell-rate usage parameter control in ATM networks. One is the fuzzy leaky bucket algorithm, where a fuzzy increment controller is incorporated with the conventional leaky bucket algorithm; the other is the neural fuzzy leaky bucket algorithm, where a neural fuzzy increment controller is added with the conventional leaky bucket algorithm. The fuzzy and neutral fuzzy increment controllers properly choose the long-term mean cell rate and the short-term mean cell rate as input variables and by intelligent computation determine the increment value. Three performance measures such as selectivity, responsiveness, and queueing delay are investigated. The intelligent fuzzy leaky bucket algorithms can have a performance that is better than the conventional leaky bucket algorithm. The neural fuzzy leaky bucket algorithm outperforms the fuzzy leaky bucket algorithm
Keywords :
asynchronous transfer mode; delays; fuzzy control; fuzzy neural nets; intelligent control; packet switching; queueing theory; telecommunication congestion control; telecommunication networks; telecommunication traffic; ATM networks; call admission control; fuzzy increment controller; intelligent leaky bucket algorithms; long-term mean cell rate; neural fuzzy increment controller; neural fuzzy leaky bucket algorithm; performance measures; queueing delay; selectivity; short-term mean cell rate; sustainable-cell-rate usage parameter control; Asynchronous transfer mode; Communication system control; Communication system traffic control; Contracts; Delay; Fuzzy control; Intelligent networks; Telecommunication traffic; Thyristors; Traffic control;
Conference_Titel :
Information Networking, 2001. Proceedings. 15th International Conference on
Conference_Location :
Beppu City, Oita
Print_ISBN :
0-7695-0951-7
DOI :
10.1109/ICOIN.2001.905464