DocumentCode :
1457401
Title :
A Dynamical Games Approach to Transmission-Rate Adaptation in Multimedia WLAN
Author :
Huang, JaneWei ; Mansour, Hassan ; Krishnamurthy, Vikram
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada
Volume :
58
Issue :
7
fYear :
2010
fDate :
7/1/2010 12:00:00 AM
Firstpage :
3635
Lastpage :
3646
Abstract :
This paper considers the scheduling, rate adaptation, and buffer management in a multiuser wireless local-area network (WLAN) where each user transmits scalable video payload. Based on opportunistic scheduling, users access the available medium (channel) in a decentralized manner. The rate adaptation problem of the WLAN multimedia networks is then formulated as a general-sum switching control dynamic Markovian game by modelling the video states and block fading channel qualities of each user as a finite states Markovian chain. A value iteration algorithm is proposed to compute the Nash equilibrium policy of such a game and the convergence of the algorithm is also proved. We also give assumptions on the system so that the Nash equilibrium transmission policy of each user is a randomization of two pure policies with each policy nondecreasing on the buffer state occupancy. Based on this structural result, we use the policy gradient algorithm to compute the Nash equilibrium policy.
Keywords :
Markov processes; game theory; gradient methods; iterative methods; multimedia communication; scheduling; wireless LAN; Nash equilibrium transmission policy; WLAN multimedia networks; dynamical game approach; finite state Markovian chain; general-sum switching control dynamic Markovian game; multiuser wireless local-area network; opportunistic scheduling; policy gradient algorithm; scalable video payload; transmission-rate adaptation problem; value iteration algorithm; Decentralized scheduling; dynamic Markovian game; monotone policy; multimedia network; policy gradient algorithm; scalable video; simultaneous perturbation stochastic approximation (SPSA) algorithm; supermodularity; switching control game;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2010.2046894
Filename :
5439936
Link To Document :
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