Proactive Scheduling for mmWave Wireless LANs

IF 4.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Computer Communications Pub Date : 2024-10-20 DOI:10.1016/j.comcom.2024.107979
Ang Deng , Douglas M. Blough
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Abstract

To cope with growing wireless bandwidth demand, millimeter wave (mmWave) communication has been identified as a promising technology to deliver Gbps throughput. However, due to the susceptibility of mmWave signals to blockage, applications can experience significant performance variability as users move around due to rapid and significant variation in channel conditions. In this context, proactive schedulers that make use of future data rate prediction have potential to bring a significant performance improvement as compared to traditional schedulers. In this work, we explore the possibility of proactive scheduling that uses mobility prediction and some knowledge of the environment to predict future channel conditions. We present both an optimal proactive scheduler, which is based on an integer linear programming formulation and provides an upper bound on proactive scheduling performance, and a greedy heuristic proactive scheduler that is suitable for practical implementation. Extensive simulation results show that proactive scheduling has the potential to increase average user data rate by up to 35% over the classic proportional fair scheduler without any loss of fairness and incurring only a small increase in jitter. The results also show that the efficient proactive heuristic scheduler achieves from 60% to 75% of the performance gains of the optimal proactive scheduler. Finally, the results show that proactive scheduling performance is sensitive to the quality of mobility prediction and, thus, use of state-of-the-art mobility prediction techniques will be necessary to realize its full potential.
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毫米波无线局域网的主动调度
为了满足日益增长的无线带宽需求,毫米波(mmWave)通信被认为是一种有希望提供 Gbps 吞吐量的技术。然而,由于毫米波信号易受阻塞影响,当用户四处移动时,信道条件会发生快速而显著的变化,应用程序的性能也会随之发生很大的变化。在这种情况下,与传统调度器相比,利用未来数据速率预测的主动调度器有可能显著提高性能。在这项工作中,我们探索了利用移动性预测和一些环境知识来预测未来信道条件的主动调度的可能性。我们提出了一种基于整数线性规划公式的最优主动调度器,为主动调度性能提供了一个上限,同时还提出了一种适合实际应用的贪婪启发式主动调度器。广泛的仿真结果表明,与传统的比例公平调度器相比,主动调度有可能将用户平均数据传输速率提高 35%,而不会损失任何公平性,只会导致抖动的少量增加。结果还显示,高效的主动启发式调度器的性能收益是最优主动调度器的 60% 至 75%。最后,研究结果表明,主动调度性能对移动性预测的质量非常敏感,因此必须使用最先进的移动性预测技术才能充分发挥其潜力。
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来源期刊
Computer Communications
Computer Communications 工程技术-电信学
CiteScore
14.10
自引率
5.00%
发文量
397
审稿时长
66 days
期刊介绍: Computer and Communications networks are key infrastructures of the information society with high socio-economic value as they contribute to the correct operations of many critical services (from healthcare to finance and transportation). Internet is the core of today''s computer-communication infrastructures. This has transformed the Internet, from a robust network for data transfer between computers, to a global, content-rich, communication and information system where contents are increasingly generated by the users, and distributed according to human social relations. Next-generation network technologies, architectures and protocols are therefore required to overcome the limitations of the legacy Internet and add new capabilities and services. The future Internet should be ubiquitous, secure, resilient, and closer to human communication paradigms. Computer Communications is a peer-reviewed international journal that publishes high-quality scientific articles (both theory and practice) and survey papers covering all aspects of future computer communication networks (on all layers, except the physical layer), with a special attention to the evolution of the Internet architecture, protocols, services, and applications.
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