DocumentCode :
1500982
Title :
Optimal Cross-Layer Resource Allocation in Cellular Networks Using Channel- and Queue-State Information
Author :
Marques, Antonio G. ; Lopez-Ramos, Luis M. ; Giannakis, Georgios B. ; Ramos, Javier ; Caamaño, A.J.
Author_Institution :
Dept. of Signal Theor. & Commun., King Juan Carlos Univ., Madrid, Spain
Volume :
61
Issue :
6
fYear :
2012
fDate :
7/1/2012 12:00:00 AM
Firstpage :
2789
Lastpage :
2807
Abstract :
Algorithms that jointly allocate resources across different layers are envisioned to boost the performance of wireless systems. Recent results have revealed that two of the most important parameters that critically affect the resulting cross-layer designs are channel- and queue-state information (QSI). Motivated by these results, this paper relies on stochastic convex optimization to develop optimal algorithms that use instantaneous fading and queue length information to allocate resources at the transport (flow-control), link, and physical layers. Focus is placed on a cellular system, where an access point exchanges information with different users over flat-fading orthogonal channels. Both uplink and downlink setups are considered. The allocation strategies are obtained as the solution of a constrained utility maximization problem that involves average performance metrics. It turns out that the optimal allocation at a given instant depends on the instantaneous channel-state information (CSI) and Lagrange multipliers, which are associated with the quality-of-service (QoS) requirements and the operating conditions of the system. The multipliers are estimated online using stochastic approximation tools and are linked with the window-averaged length of the queues. Capitalizing on those links, queue stability and average queuing delay of the developed algorithms are characterized, and a simple mechanism is devised to effect delay priorities among users.
Keywords :
cellular neural nets; fading channels; information theory; quality of service; queueing theory; resource allocation; Lagrange multipliers; access point exchange; cellular networks; cellular system; constrained utility maximization problem; cross-layer design; downlink setup; flat fading orthogonal channel; instantaneous channel-state information; instantaneous fading; optimal algorithm; optimal allocation; optimal cross-layer resource allocation; performance metrics; quality of service; queue length information; queue stability; queue-state information; queuing delay; stochastic approximation tool; stochastic convex optimization; uplink setup; wireless system; Algorithm design and analysis; Channel estimation; Delay; Fading; Indexes; Optimization; Resource management; Congestion control; cross-layer design; dynamic resource management; network optimization; stochastic optimization;
fLanguage :
English
Journal_Title :
Vehicular Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9545
Type :
jour
DOI :
10.1109/TVT.2012.2195732
Filename :
6188540
Link To Document :
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