Edge Cooperation Based Coded Caching in Fog Radio Access Networks

IF 7.1 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Vehicular Technology Pub Date : 2024-09-04 DOI:10.1109/TVT.2024.3454476
Yingqi Chen;Yanxiang Jiang;Yige Huang;Fu-Chun Zheng;Dusit Niyato
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Abstract

In this paper, we investigate edge cooperation based coded caching in fog radio access networks (F-RANs). Initially, we propose a cooperative coded caching scheme which utilizes cooperation between fog access points (F-APs) to facilitate efficient multicasting. In this scheme, to achieve a higher caching gain, we design the tiered placement strategy; to reduce the multicasting gain losses as well as the delay and energy costs of multicasting, we propose the differential encoding based delivery strategy. Moreover, in order to better fully utilize the edge-computing capabilities of F-RANs, neighboring F-APs are clustered to enable multiple F-APs to utilize the mixed caching scheme to collaboratively serve one user, thereby leveraging the potential gains in the physical layer cooperation. The inter-cluster cooperative coded caching scheme and the inner-cluster mixed caching scheme compose the comprehensive caching scheme that is analyzed and optimized in terms of delay and energy efficiency (EE). Simulation results show that our proposed cooperative coded caching scheme can provide up to 46% savings in the transmission cost compared to the conventional group-based coded caching scheme, and the comprehensive caching scheme can achieve significant flexibility in delay-sensitive and EE-sensitive scenarios.
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雾无线接入网中基于边缘合作的编码缓存
在本文中,我们研究基于边缘合作的编码缓存在雾无线接入网(f - ran)。首先,我们提出了一种协作编码缓存方案,该方案利用雾接入点(f - ap)之间的合作来促进高效的组播。在该方案中,为了获得更高的缓存增益,我们设计了分层放置策略;为了降低组播增益损失,减少组播延迟和能量消耗,提出了基于差分编码的传输策略。此外,为了更好地充分利用f - ran的边缘计算能力,对相邻的f - ap进行集群,使多个f - ap能够利用混合缓存方案协同为一个用户服务,从而充分利用物理层合作的潜在收益。集群间协同编码缓存方案和集群内混合缓存方案构成了综合缓存方案,并从延迟和能效两方面进行了分析和优化。仿真结果表明,与传统的基于分组的编码缓存方案相比,我们提出的协作式编码缓存方案可以节省高达46%的传输成本,并且综合缓存方案在延迟敏感和ee敏感场景下具有显著的灵活性。
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来源期刊
CiteScore
6.00
自引率
8.80%
发文量
1245
审稿时长
6.3 months
期刊介绍: The scope of the Transactions is threefold (which was approved by the IEEE Periodicals Committee in 1967) and is published on the journal website as follows: Communications: The use of mobile radio on land, sea, and air, including cellular radio, two-way radio, and one-way radio, with applications to dispatch and control vehicles, mobile radiotelephone, radio paging, and status monitoring and reporting. Related areas include spectrum usage, component radio equipment such as cavities and antennas, compute control for radio systems, digital modulation and transmission techniques, mobile radio circuit design, radio propagation for vehicular communications, effects of ignition noise and radio frequency interference, and consideration of the vehicle as part of the radio operating environment. Transportation Systems: The use of electronic technology for the control of ground transportation systems including, but not limited to, traffic aid systems; traffic control systems; automatic vehicle identification, location, and monitoring systems; automated transport systems, with single and multiple vehicle control; and moving walkways or people-movers. Vehicular Electronics: The use of electronic or electrical components and systems for control, propulsion, or auxiliary functions, including but not limited to, electronic controls for engineer, drive train, convenience, safety, and other vehicle systems; sensors, actuators, and microprocessors for onboard use; electronic fuel control systems; vehicle electrical components and systems collision avoidance systems; electromagnetic compatibility in the vehicle environment; and electric vehicles and controls.
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