DocumentCode :
3360553
Title :
An Index Policy for Dynamic Fading-Channel Allocation to Heterogeneous Mobile Users with Partial Observations
Author :
Niño-Mora, José
Author_Institution :
Dept. of Stat., Univ. Carlos III de Madrid, Madrid
fYear :
2008
fDate :
28-30 April 2008
Firstpage :
231
Lastpage :
238
Abstract :
This paper addresses a system model where multiple heterogeneous mobile users share a common wireless channel to a base station, extending work of Koole et al. (2001) which considered the corresponding homogeneous-user case. The channel´s bandwidth is to be dynamically allocated to different users, based on partial information on their connectivity status. During each time slot, a user may or may not be connected to the base station, where the Gilbert-Elliott model is assumed that a user´s connectivity evolves as a two-state (on-off) Markov chain. Transmitting from/to a user reveals its true connectivity status, while those of other users are only partially known by tracking their probabilities of being connected. The goal is to design a tractable dynamic channel allocation policy that comes close to maximizing the infinite-horizon discounted or long-run average value of the through put minus transmission costs. The paper exploits a restless bandit problem formulation drawing on and extending to the Partially Observed Markov Decision Process (POMDP) setting the powerful indexation theory introduced by Whittle (1988) and developed by the author, to obtain a new dynamic priority-index policy that is readily implementable. Computational results are presented showing that the proposed policy can substantially outperform the conventional greedy policy in instances with two heterogeneous users.
Keywords :
Markov processes; bandwidth allocation; channel allocation; fading channels; Gilbert-Elliott model; Markov chain; bandit problem formulation; base station; dynamic fading-channel allocation; dynamic priority-index policy; dynamical channel bandwidth allocation; greedy policy; homogeneous-user case; multiple heterogeneous mobile users; partial information; partial observations; partially observed Markov decision process; tractable dynamic channel allocation policy; wireless channel; Autocorrelation; Bandwidth; Base stations; Bayesian methods; Channel allocation; Costs; Downlink; Electronic mail; Statistics; World Wide Web;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Next Generation Internet Networks, 2008. NGI 2008
Conference_Location :
Krakow
Print_ISBN :
1-4244-1784-8
Type :
conf
DOI :
10.1109/NGI.2008.38
Filename :
4510810
Link To Document :
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