Proportionally fair load balancing with statistical quality of service provisioning for aerial base stations

IF 1.3 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Shengqi Jiang, Ying Loong Lee, Mau Luen Tham, Donghong Qin, Yoong Choon Chang, Allyson Gek Hong Sim
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引用次数: 1

Abstract

Aerial base stations (ABSs) seem promising to enhance the coverage and capacity of fifth-generation and upcoming networks. With the flexible mobility of ABSs, they can be positioned in air to maximize the number of users served with a guaranteed quality of service (QoS). However, ABSs may be overloaded or underutilized given inefficient placement, and user association has not been well addressed. Hence, we propose a three-dimensional ABS placement scheme with a delay-QoS-driven user association to balance loading among ABSs. First, a load balancing utility function is designed based on proportional fairness. Then, an optimization problem for joint ABS placement and user association is formulated to maximize the utility function subject to statistical delay QoS requirements and ABS collision avoidance constraints. To solve this problem, we introduce an efficient modified gray wolf optimizer for ABS placement with a greedy user association strategy. Simulation results demonstrate that the proposed scheme outperforms baselines in terms of load balancing and delay QoS provisioning.

Abstract Image

按比例公平负载平衡与统计服务质量提供空中基站
空中基站(abs)似乎有望增强第五代和即将到来的网络的覆盖范围和容量。无线基站具有灵活的移动性,可以定位在空中,在保证服务质量(QoS)的情况下,最大限度地服务用户数量。然而,由于放置效率低下,abs可能会过载或未得到充分利用,并且用户关联尚未得到很好的解决。因此,我们提出了一种三维ABS放置方案,该方案采用延迟qos驱动的用户关联来平衡ABS之间的负载。首先,设计了基于比例公平性的负载均衡效用函数。然后,在满足统计时延QoS要求和ABS避碰约束的前提下,提出了ABS联合放置和用户关联的优化问题,以实现效用函数的最大化。为了解决这一问题,我们引入了一种基于贪婪用户关联策略的高效改进灰狼优化器。仿真结果表明,该方案在负载均衡和延迟QoS提供方面优于基线。
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来源期刊
ETRI Journal
ETRI Journal 工程技术-电信学
CiteScore
4.00
自引率
7.10%
发文量
98
审稿时长
6.9 months
期刊介绍: ETRI Journal is an international, peer-reviewed multidisciplinary journal published bimonthly in English. The main focus of the journal is to provide an open forum to exchange innovative ideas and technology in the fields of information, telecommunications, and electronics. Key topics of interest include high-performance computing, big data analytics, cloud computing, multimedia technology, communication networks and services, wireless communications and mobile computing, material and component technology, as well as security. With an international editorial committee and experts from around the world as reviewers, ETRI Journal publishes high-quality research papers on the latest and best developments from the global community.
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