Performance analysis for multi-user systems under distributed opportunistic scheduling

O. Shmuel, A. Cohen, Omer Gurewitz
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Abstract

Consider a multiple access channel with a large number of users. In most practical scenarios, due to decoding complexity, users are not scheduled together, and only one user may transmit at any given time. In this work, we analyze the delay and QoS of such systems under a specific, opportunistic and distributed scheduling algorithm, in which each user, at the beginning of each slot, estimates its channel gain and transmits only if it is greater than a given threshold. Specifically, we analyze the performance while assuming the users are not necessarily fully backlogged, focusing on the queueing problem and, especially, on the strong dependence between the queues. We first adopt the celebrated model of Ephremides and Zhu to give new results on the convergence of the probability of collision to its average value (as the number of users grows), and hence for the ensuing system performance metrics, such as throughput and delay. We then utilize this finding to suggest a much simpler approximate model, which accurately describes the system behaviour when the number of users is large. The system performance as predicted by the approximate models shows excellent agreement with simulation results.
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分布式机会调度下的多用户系统性能分析
考虑一个具有大量用户的多址通道。在大多数实际场景中,由于解码的复杂性,用户不会被安排在一起,并且在任何给定时间只有一个用户可以传输。在这项工作中,我们分析了这种系统在特定的、机会的和分布式调度算法下的延迟和QoS,其中每个用户,在每个时隙的开始,估计其信道增益并仅在大于给定阈值时传输。具体来说,我们在假设用户不一定完全积压的情况下分析性能,重点关注排队问题,特别是队列之间的强依赖性。我们首先采用了著名的Ephremides和Zhu模型,给出了碰撞概率收敛到其平均值(随着用户数量的增长)的新结果,以及随后的系统性能指标,如吞吐量和延迟。然后,我们利用这一发现提出了一个更简单的近似模型,该模型准确地描述了当用户数量很大时的系统行为。近似模型预测的系统性能与仿真结果吻合良好。
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