V-BLAST power and rate control under delay constraints in Markovian fading channels - Optimality of monotonic policies

被引:1
|
作者
Djonin, Dejan V. [1 ]
Krishnamuhhy, Vikram [1 ]
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, 2356 Main Malt, Vancouver, BC V6T 1Z4, Canada
来源
2006 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1-6, PROCEEDINGS | 2006年
基金
加拿大自然科学与工程研究理事会;
关键词
value function; scheduling; optimal policy; Markov Decision process; correlated sources; correlated channels; transmission scheduling; supermodularity; Q learning;
D O I
10.1109/ISIT.2006.261921
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
This paper addresses the problem of dynamic control for power and rate allocation in V-BLAST wireless systems over Markovian fading channels. The problem is posed as a controlled Markov decision process problem with the goal of minimizing the average transmission power with the constraint on the average delay that can be interpreted as the Quality of Service (QoS) requirement of a given application. Several structural results on the nature of the optimal randomized policies and costs are derived. In particular, it is shown that number of actions to be considered can be reduced by dividing the rate allocation problem into bit-loading problem across individual antenna., and the total rate allocation based on the current buffer and channel state. Further, optimal rate allocation policies are shown to be a mixture of two pure policies that are non-decreasing in the buffer state. These results can be utilized to devise an efficient online learning algorithm for optimal rate allocation policies'.
引用
收藏
页码:2099 / +
页数:2
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