Structural Multi-Optimality in Edge Server Placement for MEC Networks

IF 6.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Edson José Pacheco;Carlos Marcelo Pedroso
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引用次数: 0

Abstract

Edge server placement in mobile edge computing (MEC) networks is typically treated as an optimization problem with a unique solution. This paper shows that dense base station (BS) deployments produce multiple placements with identical cost, a phenomenon termed structural multi-optimality. A formal coverage-equivalence condition identifies when two BSs are interchangeable, and combinatorial bounds quantify the resulting solution multiplicity. Experiments on eight real BS datasets spanning three continents confirm that multi-optimality persists across four orders of magnitude of network density and is independent of the solver used. A demand-priority extension exploits this multiplicity by steering server selection toward high-demand BSs without increasing the server count. These results reframe MEC placement from a single-solution search into a landscape navigation problem, where planners can select among equivalent configurations to meet site-level and operational constraints.
MEC网络边缘服务器布局的结构多最优性
移动边缘计算(MEC)网络中的边缘服务器放置通常被视为具有唯一解决方案的优化问题。本文表明,密集的基站(BS)部署产生了具有相同成本的多个位置,这种现象被称为结构多重最优性。一个正式的覆盖等价条件确定了两个BSs何时是可互换的,组合界量化了结果解的多重性。在横跨三大洲的八个真实BS数据集上进行的实验证实,多重最优性在网络密度的四个数量级上持续存在,并且与所使用的求解器无关。需求优先级扩展通过将服务器选择转向高需求的BSs而不增加服务器数量来利用这种多样性。这些结果将MEC布局从单一解决方案的搜索转变为景观导航问题,规划者可以在等效配置中进行选择,以满足场地水平和操作限制。
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来源期刊
CiteScore
13.70
自引率
3.80%
发文量
94
审稿时长
10 weeks
期刊介绍: The IEEE Open Journal of the Communications Society (OJ-COMS) is an open access, all-electronic journal that publishes original high-quality manuscripts on advances in the state of the art of telecommunications systems and networks. The papers in IEEE OJ-COMS are included in Scopus. Submissions reporting new theoretical findings (including novel methods, concepts, and studies) and practical contributions (including experiments and development of prototypes) are welcome. Additionally, survey and tutorial articles are considered. The IEEE OJCOMS received its debut impact factor of 7.9 according to the Journal Citation Reports (JCR) 2023. The IEEE Open Journal of the Communications Society covers science, technology, applications and standards for information organization, collection and transfer using electronic, optical and wireless channels and networks. Some specific areas covered include: Systems and network architecture, control and management Protocols, software, and middleware Quality of service, reliability, and security Modulation, detection, coding, and signaling Switching and routing Mobile and portable communications Terminals and other end-user devices Networks for content distribution and distributed computing Communications-based distributed resources control.
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