Delay-Optimal and Energy-Efficient Communications With Markovian Arrivals

被引:32
|
作者
Zhao, Xiaoyu [1 ,2 ]
Chen, Wei [1 ,2 ]
Lee, Joohyun [3 ]
Shroff, Ness B. [4 ,5 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, Beijing 100084, Peoples R China
[3] Hanyang Univ, Div Elect Engn, Seoul 04763, South Korea
[4] Ohio State Univ, Dept ECE, Columbus, OH 43210 USA
[5] Ohio State Univ, Dept CSE, Columbus, OH 43210 USA
基金
北京市自然科学基金; 新加坡国家研究基金会; 中国国家自然科学基金; 美国国家科学基金会;
关键词
Delays; Fading channels; Markov processes; Power demand; Transmitters; AWGN channels; Encoding; Cross-layer design; Markovian arrivals; queuing; Markov decision process; energy efficiency; average delay; delay-power tradeoff; linear programming; FADING CHANNELS; TRANSMISSION; AWARE; POLICIES; ARQ;
D O I
10.1109/TCOMM.2019.2958325
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, delay-optimal and energy-efficient communication is studied for a single link under Markov random arrivals. We present the optimal tradeoff between delay and power over Additive White Gaussian Noise (AWGN) channels and extend the optimal tradeoff for block fading channels. Under time-correlated traffic arrivals, we develop a cross-layer solution that jointly considers the arrival rate, the queue length, and the channel state in order to minimize the average delay subject to a power constraint. For this purpose, we formulate the average delay and power problem as a Constrained Markov Decision Process (CMDP). Based on steady-state analysis for the CMDP, a Linear Programming (LP) problem is formulated to obtain the optimal delay-power tradeoff. We further show the optimal transmission strategy using a Lagrangian relaxation technique. Specifically, the optimal adaptive transmission is shown to have a threshold type of structure, where the thresholds on the queue length are presented for different transmission rates under the given arrival rates and channel states. By exploiting the result, we develop a threshold-based algorithm to efficiently obtain the optimal delay-power tradeoff. We show how a trajectory-sampling version of the proposed algorithm can be developed without the prior need of arrival statistics.
引用
收藏
页码:1508 / 1523
页数:16
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