论文标题

单人队列中的抗衰老计划:系统和比较研究

Anti-Aging Scheduling in Single-Server Queues: A Systematic and Comparative Study

论文作者

Liu, Zhongdong, Huang, Liang, Li, Bin, Ji, Bo

论文摘要

信息年龄(AOI)是最近提出的一种新的性能指标,用于衡量信息更新系统中信息的新鲜度。在这项工作中,我们进行了一项系统的比较研究,以研究调度策略对单人队列中AOI性能的影响,并为设计AOI效率调度策略的设计提供了有用的指南。具体而言,我们首先执行广泛的仿真,以证明可以利用更新大小的信息来实现与非大小(或基于到达时间的)策略相比,可以实现大大改善的AOI。然后,通过使用更新大小和到达时间信息,我们提出了三个基于AOI的策略。观察改善了允许服务先发制人并确定信息优先更新优先级的政策的AOI绩效,我们进一步提出了先发制人的,信息性的基于AOI的调度策略。我们的仿真结果表明,此类政策在经验上实现了所有考虑的政策中的最佳AOI性能。但是,与最好的延迟效率策略(例如最短的处理时间(SRPT))相比,在外源性到达的情况下,AOI的改善相当微不足道。有趣的是,我们还证明了某些基于大小的策略和基于AOI的策略之间的样本路径等效性。这提供了一个直观的解释,说明为什么某些基于尺寸的策略(例如SRPT)实现了非常好的AOI性能。

The Age-of-Information (AoI) is a new performance metric recently proposed for measuring the freshness of information in information-update systems. In this work, we conduct a systematic and comparative study to investigate the impact of scheduling policies on the AoI performance in single-server queues and provide useful guidelines for the design of AoI-efficient scheduling policies. Specifically, we first perform extensive simulations to demonstrate that the update-size information can be leveraged for achieving a substantially improved AoI compared to non-size-based (or arrival-time-based) policies. Then, by utilizing both the update-size and arrival-time information, we propose three AoI-based policies. Observing improved AoI performance of policies that allow service preemption and that prioritize informative updates, we further propose preemptive, informative, AoI-based scheduling policies. Our simulation results show that such policies empirically achieve the best AoI performance among all the considered policies. However, compared to the best delay-efficient policies (such as Shortest-Remaining-Processing-Time (SRPT)), the AoI improvement is rather marginal in the settings with exogenous arrivals. Interestingly, we also prove sample-path equivalence between some size-based policies and AoI-based policies. This provides an intuitive explanation for why some size-based policies (such as SRPT) achieve a very good AoI performance.

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