现在传播还是不传播

D. Dzung, R. Guerraoui, David Kozhaya, Y. Pignolet
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引用次数: 12

摘要

在不可靠通信链路的情况下,研究如何以一种节能的方式构建高概率同步的可靠通信服务。我们考虑一个部分可观察马尔可夫决策过程(POMDP)设置,其中通信链路的传输质量:(i)根据经典马尔可夫模型变化,(ii)只能通过相对于先前传输的反馈部分观察到。我们在Ack/Nack反馈机制的几种变体下进行了彻底的分析。尽管pomdp通常很棘手,但我们证明,在可靠的反馈下,我们的通信服务可以低成本地实现。我们获得了指定何时在链路上传输的封闭形式解,这允许导出能量最优实现。我们还分析了有损反馈对实现我们的通信服务的影响。在考虑多种有损反馈机制的情况下,根据反馈机制本身的不同,我们也可以得到一种易于实现的通信服务结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
To Transmit Now or Not to Transmit Now
Given an unreliable communication link, this paper studies how to build, in an energy-efficient manner, a reliable communication service that is synchronous with high probability. We consider a Partially Observable Markov Decision Process (POMDP) setting in which a communication link's transmission quality: (i) changes according to a classic Markovian model and (ii) can be only partially observed, through feedback relative to previous transmissions. We perform a thorough analysis under several variations of Ack/Nack feedback mechanisms. Despite the general intractability of POMDPs, we prove that our communication service, under reliable feedback, can be inexpensively implemented. We obtain closed form solutions specifying when to transmit over the link, which allows to derive an energy-optimal implementation. We also analyse the impact of lossy feedback on implementing our communication service. Considering multiple lossy feedback mechanisms, we show that an easily implementable structure for our communication service can also be obtained, depending on the feedback mechanism itself.
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