DocumentCode
1456380
Title
A Survey on Delay-Aware Resource Control for Wireless Systems—Large Deviation Theory, Stochastic Lyapunov Drift, and Distributed Stochastic Learning
Author
Cui, Ying ; Lau, Vincent K N ; Wang, Rui ; Huang, Huang ; Zhang, Shunqing
Author_Institution
Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China
Volume
58
Issue
3
fYear
2012
fDate
3/1/2012 12:00:00 AM
Firstpage
1677
Lastpage
1701
Abstract
In this paper, a comprehensive survey is given on several major systematic approaches in dealing with delay-aware control problems, namely the equivalentrate constraint approach, the Lyapunov stability drift approach, and the approximate Markov decision process approach using stochastic learning. These approaches essentially embrace most of the existing literature regarding delay-aware resource control in wireless systems. They have their relative pros and cons in terms of performance, complexity, and implementation issues. For each of the approaches, the problem setup, the general solution, and the design methodology are discussed. Applications of these approaches to delay-aware resource allocation are illustrated with examples in single-hop wireless networks. Furthermore, recent results regarding delay-aware multihop routing designs in general multihop networks are elaborated. Finally, the delay performances of various approaches are compared through simulations using an example of the uplink OFDMA systems.
Keywords
Lyapunov methods; Markov processes; OFDM modulation; approximation theory; frequency division multiple access; learning (artificial intelligence); radio networks; stochastic processes; telecommunication control; Lyapunov stability drift approach; approximate Markov decision process approach; delay-aware resource control; distributed stochastic learning; equivalentrate constraint approach; large deviation theory; single-hop wireless networks; stochastic Lyapunov drift; uplink OFDMA systems; wireless systems; Aerospace electronics; Delay; Optimization; Resource management; Spread spectrum communication; Throughput; Wireless networks; Delay-aware resource control; Lyapunov stability; Markov decision process (MDP); large deviation theory; stochastic learning;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.2011.2178150
Filename
6157070
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