马尔可夫信道下的在线最优数据传输策略

Zikuan Liu, J. Almhana, V. Choulakian, R. McGorman
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引用次数: 2

摘要

通过无线网络提供数据服务的挑战来自于无线信道噪声下的高可靠性要求。本文利用连续时间马尔可夫过程对噪声信道进行建模,提出了一种用于数据服务的动态分组传输策略。传输策略优化是一个马尔可夫决策过程。我们建立了具有阈值结构的最优策略,并开发了基于单样本路径的优化算法来调整阈值。由于只涉及单个采样路径,因此该算法可以在线实现。
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Online optimal data transmission strategy under Markov channel
The challenges of providing data services over wireless networks come from, their high reliability requirement under noisy wireless channels. In this paper, we model the noisy channel by a continuous-time Markov process and propose a dynamical packet transmission strategy for data service. The transmission strategy optimization is formulated as a Markov decision process. We establish that the optimal strategy has a threshold structure and develop a single sample path-based optimization algorithm to tune the thresholds. Since only a single sample path is involved, the proposed algorithm can be implemented online.
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