DocumentCode :
573902
Title :
A reduced dimension MDP-based call admission control scheme for next generation telecommunications
Author :
Chen, Huan ; Cheng, Chih-Chuan ; Chung, Wei-Ho ; Yeh, Hsi-Hsun
Author_Institution :
Dept. of Comput. Sci. & Eng., Nat. Chung-Hsing Univ., Taichung, Taiwan
fYear :
2012
fDate :
27-31 Aug. 2012
Firstpage :
984
Lastpage :
989
Abstract :
The effective call admission control (CAC) scheme provides preferential treatments on call requests to achieve efficient utilization of system resources. The Markov Decision Process (MDP) is one of the optimization schemes used to derive the optimal CAC policy for pre-determined goals. However, the MDP-based approaches suffer from the Curse of Dimensionality problem, where the size of state space grows exponentially with the increase of the number of call types and the number of channels. The Curse of Dimensionality problem makes the MDP-based approach difficult to be implemented in practice. In this paper, we consider a heterogeneous telecommunication system with multiple service priority classes. We propose a suboptimal MDP-based CAC scheme, designed based on a two-phase reduced dimension structure to substantially reduce the overall computational complexity from the order of O(C12) to the order of O(C4), where C denotes number of system capacity. Our proposed MDP-based CAC scheme is evaluated via an event driven simulator and the results are compared with the conventional complete sharing scheme and different guard channel schemes under various traffic loads.
Keywords :
Markov processes; computational complexity; next generation networks; optimisation; telecommunication congestion control; CAC scheme; Markov decision process; call admission control scheme; computational complexity; heterogeneous telecommunication system; multiple service priority; next generation telecommunications; optimization schemes; reduced dimension MDP; Algorithms; Call admission control; Computational modeling; Linear programming; Quality of service; Tuners; Call Admission Control (CAC); Guard Channel; Markov Decision Process (MDP);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications and Mobile Computing Conference (IWCMC), 2012 8th International
Conference_Location :
Limassol
Print_ISBN :
978-1-4577-1378-1
Type :
conf
DOI :
10.1109/IWCMC.2012.6314339
Filename :
6314339
Link To Document :
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