调度以最小化多源信息的年龄

K. Saurav, R. Vaze
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引用次数: 7

摘要

在多源G/G/1系统中寻找一种最优/接近最优的调度算法来最小化信息年龄(AoI)是一个众所周知的难题。在本文中,我们考虑了非抢占设置下的这个问题,其中算法可以自由选择传输哪个更新,但传输中的更新不允许被抢占。针对这一问题,我们提出了一种新的随机化调度算法,并证明其竞争比不超过3加上源间到达时间分布方差与均值之比的最大值。值得注意的是,竞争比与源的数量或它们的服务时间分布无关。对于指数分布、均匀分布和瑞利分布等几种常见的到达间时间分布,竞争比最多为4。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Scheduling to Minimize Age of Information with Multiple Sources
Finding an optimal/near-optimal scheduling algorithm to minimize the age of information (AoI) in a multi-source G/G/1 system is well-known to be a hard problem. In this paper, we consider this problem for the non-preemptive setting, where an algorithm is free to choose which update to transmit, but an update under transmission is not allowed to be preempted. For this problem, we propose a novel randomized scheduling algorithm and show that its competitive ratio is at most 3 plus the maximum of the ratio of the variance and the mean of the inter-arrival time distribution of sources. Notably, the competitive ratio is independent of the number of sources, or their service time distributions. For several common inter-arrival time distributions such as exponential, uniform and Rayleigh, the competitive ratio is at most 4.
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