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Capacity Regions of Two-Receiver Broadcast Erasure Channels with Feedback and Memory

机译:双接收器广播擦除信道的容量区域   反馈和记忆

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摘要

The two-receiver broadcast packet erasure channel with feedback and memory isstudied. Memory is modeled using a finite-state Markov chain representing achannel state. Two scenarios are considered: (i) when the transmitter hascausal knowledge of the channel state (i.e., the state is visible), and (ii)when the channel state is unknown at the transmitter, but observations of itare available at the transmitter through feedback (i.e., the state is hidden).In both scenarios, matching outer and inner bounds on the rates ofcommunication are derived and the capacity region is determined. It is shownthat similar results carry over to channels with memory and delayed feedbackand memoryless compound channels with feedback. When the state is visible, thecapacity region has a single-letter characterization and is in terms of alinear program. Two optimal coding schemes are devised that use feedback tokeep track of the sent/received packets via a network of queues: aprobabilistic scheme and a deterministic backpressure-like algorithm. Theformer bases its decisions solely on the past channel state information and thelatter follows a max-weight queue-based policy. The performance of thealgorithms are analyzed using the frameworks of rate stability in networks ofqueues, max-flow min-cut duality in networks, and finite-horizon Lyapunov driftanalysis. When the state is hidden, the capacity region does not have asingle-letter characterization and is, in this sense, uncomputable.Approximations of the capacity region are provided and two optimal codingalgorithms are outlined. The first algorithm is a probabilistic coding schemethat bases its decisions on the past L acknowledgments and its achievable rateregion approaches the capacity region exponentially fast in L. The secondalgorithm is a backpressure-like algorithm that performs optimally in the longrun.
机译:研究了带反馈和存储的两接收机广播包擦除信道。使用代表通道状态的有限状态马尔可夫链对内存进行建模。考虑以下两种情况:(i)当发射机对信道状态有因果关系的知识(即状态可见),以及(ii)当发射机处的信道状态未知时,但在发射机上通过反馈可以获得对它的观察(即状态是隐藏的)。在这两种情况下,都得出了通信速率匹配的外部和内部边界,并确定了容量区域。结果表明,相似的结果会延续到具有记忆和延迟反馈的通道以及具有记忆的无记忆复合通道。当状态可见时,容量区域具有一个字母的特征,并且表示为非线性程序。设计了两种最佳编码方案,它们使用反馈通过队列网络跟踪发送/接收的数据包:概率方案和确定性反压式算法。前者仅根据过去的信道状态信息做出决策,而后者则遵循基于最大权重队列的策略。使用队列网络中的速率稳定性,网络中的最大流最小割对偶性以及有限水平Lyapunov漂移分析框架来分析算法的性能。当状态被隐藏时,容量区域不具有单字母特征,因此在这种意义上是不可计算的。提供了容量区域的近似值,并概述了两个最佳编码算法。第一种算法是一种概率编码方案,其决策基于过去的L确认,其可实现的速率区域在L中以指数方式快速接近容量区域。第二种算法是一种类似反压的算法,该算法在长期内表现最佳。

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