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Mixing time and temporal starvation of general CSMA networks with multiple frequency agility

机译:具有多个频率捷变的普通CSMA网络的混合时间和时间饥饿

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Mixing time is a fundamental property for a number of transient behaviors of stochastic processes, particularly, random access in CSMA networks. We use mixing time to characterize temporal starvation, which is a transient phenomenon where links can starve for prolonged periods indefinitely often despite having good stationary throughput. Considering a general CSMA network, we study a fundamental setting with multiple frequency agility, such that more than one frequency channel is available, and a link can transmit on at most one of the frequency channels not occupied by its neighbors. The characterization of throughput in such a setting is challenging, involving a hidden Markov chain of the associated stochastic process. This paper develops new results based on the mixing time of hidden Markov chains to shed light on the temporal starvation. Our analytical results quantify the effect of the number of frequency channels on temporal starvation. We provide sufficient and necessary conditions for fast mixing time of the corresponding hidden Markov chain.
机译:混合时间是许多随机过程的瞬态行为(尤其是CSMA网络中的随机访问)的基本属性。我们使用混合时间来表征时间饥饿,这是一种短暂现象,尽管链路具有良好的固定吞吐量,但链接仍可以无限期地长时间饥饿。考虑到一般的CSMA网络,我们研究了具有多个频率敏捷性的基本设置,以便可以使用多个频道,并且一条链路最多可以在其邻居不占用的一个频道上进行传输。在这种情况下,对吞吐量进行表征非常具有挑战性,涉及相关随机过程的隐马尔可夫链。本文基于隐马尔可夫链的混合时间来揭示时间饥饿,从而得出新的结果。我们的分析结果量化了频道数量对时间饥饿的影响。我们为相应的隐马尔可夫链的快速混合时间提供了充分必要的条件。

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