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Optimal Distributed Scheduling under Time-Varying Conditions: A Fast-CSMA Algorithm with Applications

机译:时变条件下的最优分布式调度:一种快速CSMA算法及其应用

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摘要

Recently, low-complexity and distributed Carrier Sense Multiple Access (CSMA)-based scheduling algorithms have attracted extensive interest due to their throughput-optimal characteristics in general network topologies. However, these algorithms are not well-suited for time-varying environments (i.e., serving real-time traffic under time-varying channel conditions in wireless networks) for two reasons: (1) the mixing time of the underlying CSMA Markov Chain grows with the size of the network, which, for large networks, generates unacceptable delay for deadline-constrained traffic; (2) since the dynamic CSMA parameters are influenced by the arrival and channel state processes, the underlying CSMA Markov Chain may not converge to a steady-state under strict deadline constraints and fading channel conditions. In this paper, we attack the problem of distributed scheduling for time-varying environments. Specifically, we propose a Fast-CSMA (FCSMA) policy in fully-connected topologies, which converges much faster than the existing CSMA algorithms and thus yields significant advantages for time-varying applications. Then, we design optimal policies based on FCSMA techniques in two challenging and important scenarios in wireless networks for scheduling inelastic traffic with/without channel state information (CSI) over wireless fading channels.
机译:近年来,基于低复杂度和分布式载波侦听多路访问(CSMA)的调度算法由于在常规网络拓扑中具有吞吐量最优的特性而引起了广泛的关注。但是,由于以下两个原因,这些算法不适用于时变环境(即在时变信道条件下为无线网络提供实时流量):(1)底层CSMA马尔可夫链的混合时间随着网络的大小,对于大型网络,对于受期限限制的流量会产生不可接受的延迟; (2)由于动态CSMA参数受到达和信道状态过程的影响,因此在严格的期限约束和衰落的信道条件下,潜在的CSMA马尔可夫链可能不会收敛到稳态。在本文中,我们解决了时变环境中的分布式调度问题。具体来说,我们提出了一种在完全连接的拓扑结构中的快速CSMA(FCSMA)策略,该策略的收敛速度比现有CSMA算法快得多,因此对于时变应用具有明显的优势。然后,我们在两种具有挑战性且重要的无线网络场景中,基于FCSMA技术设计了最佳策略,用于在无线衰落信道上调度具有/不具有信道状态信息(CSI)的非弹性流量。

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