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Delay-Optimal and Energy-Efficient Communications with Markovian Arrivals

Title
Delay-Optimal and Energy-Efficient Communications with Markovian Arrivals
Author
이주현
Keywords
Cross-layer design; Markovian Arrivals; Markov Decision Process; Energy efficiency; Average delay; Delay-power tradeoff; Linear programming
Issue Date
2019-12
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation
IEEE TRANSACTIONS ON COMMUNICATIONS, Early Access
Abstract
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.
URI
https://ieeexplore.ieee.org/abstract/document/8928950https://repository.hanyang.ac.kr/handle/20.500.11754/122242
ISSN
0090-6778; 1558-0857
DOI
10.1109/TCOMM.2019.2958325
Appears in Collections:
COLLEGE OF ENGINEERING SCIENCES[E](공학대학) > ELECTRICAL ENGINEERING(전자공학부) > Articles
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