DocumentCode :
1750839
Title :
A learning approach for call admission control with prioritized handoff in mobile multimedia networks
Author :
El-Alfy, E.-S. ; Yao, Yu-Dong ; Heffes, Harry
Author_Institution :
Dept. of Electr. & Comput. Eng., Stevens Inst. of Technol., Hoboken, NJ, USA
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
972
Abstract :
We propose an alternative approach for improving the quality of service in cellular mobile multimedia networks while prioritizing handoff call requests over new call requests. The goal is to reduce the handoff failures while still making efficient use of the network resources. A performance measure is formed as a weighted linear function of new call and handoff call blocking probabilities for each service type. This problem is formulated as a semi-Markov decision process with average cost criterion. A simulation-based learning algorithm is adopted to determine a near-optimal control policy from direct interaction with the network, and without a priori knowledge of the network dynamics or traffic. Extensive simulations are provided to assess the effectiveness of the algorithm under a variety of traffic conditions. Comparisons with some well-known policies are also presented
Keywords :
Markov processes; cellular radio; learning (artificial intelligence); multimedia communication; probability; quality of service; radio networks; telecommunication congestion control; QoS; average cost criterion; call admission control; cellular mobile multimedia networks; handoff call blocking probability; handoff call requests; handoff failure reduction; near-optimal control policy; network dynamics; network resources; network traffic; new call blocking probability; new call requests; performance measure; prioritized handoff; quality of service; reinforcement learning; semi-Markov decision process; simulation-based learning algorithm; traffic conditions; Call admission control; Communication system traffic control; Costs; Intelligent networks; Land mobile radio cellular systems; Learning; Mobile computing; Multimedia systems; Telecommunication traffic; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Vehicular Technology Conference, 2001. VTC 2001 Spring. IEEE VTS 53rd
Conference_Location :
Rhodes
ISSN :
1090-3038
Print_ISBN :
0-7803-6728-6
Type :
conf
DOI :
10.1109/VETECS.2001.944523
Filename :
944523
Link To Document :
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