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Sampling Constrained Asynchronous Communication: How to Sleep Efficiently

机译:采样约束异步通信:如何休眠   有效率的

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摘要

The minimum energy, and, more generally, the minimum cost, to transmit onebit of information has been recently derived for bursty communication wheninformation is available infrequently at random times at the transmitter.Furthermore, it has been shown that even if the receiver is constrained tosample only a fraction $\rho\in (0,1]$ of the channel outputs, there is nocapacity penalty. That is, for any strictly positive sampling rate $\rho>0$,the asynchronous capacity per unit cost is the same as under full sampling,i.e., when $\rho=1$. Moreover, there is no penalty in terms of decoding delay. The above results are asymptotic in nature, considering the limit as thenumber $B$ of bits to be transmitted tends to infinity, while the sampling rate$\rho$ remains fixed. A natural question is then whether the sampling rate$\rho(B)$ can drop to zero without introducing a capacity (or delay) penaltycompared to full sampling. We answer this question affirmatively. The mainresult of this paper is an essentially tight characterization of the minimumsampling rate. We show that any sampling rate that grows at least as fast as$\omega(1/B)$ is achievable, while any sampling rate smaller than $o(1/B)$yields unreliable communication. The key ingredient in our improvedachievability result is a new, multi-phase adaptive sampling scheme forlocating transient changes, which we believe may be of independent interest forcertain change-point detection problems.
机译:当在发射机上随机时间很少有信息可用时,突发通信的最小能量,更一般地说是最小成本,已被最近推导,用于突发通信。此外,已经证明即使接收机被限制用于采样$ \ rho \ in(0,1] $仅占通道输出的一小部分,没有容量损失。也就是说,对于任何严格的正采样率$ \ rho> 0 $,每单位成本的异步容量与在完全采样的情况下,即当$ \ rho = 1 $时,此外,在解码延迟方面没有损失,上述结果本质上是渐近的,考虑到限制,因为要传输的比特数$ B $趋于无穷大,而采样率$ \ rho $保持固定,那么自然的问题是,采样率$ \ rho(B)$是否可以降低为零而不引入与完全采样相比的容量(或延迟)惩罚。本文的主要成果是最小采样率的本质上严格的表征。我们表明,任何采样率至少以$ omega(1 / B)$的速度增长都是可以实现的,而任何小于$ o(1 / B)$的采样率都将导致通信不可靠。改进的可实现性结果中的关键要素是一种用于定位瞬态变化的新型多阶段自适应采样方案,我们认为对于某些变化点检测问题,它可能是独立关注的问题。

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  • 入库时间 2022-08-20 21:10:05

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