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Communication-Efficient Centralized and Decentralized Coded Caching for Hierarchical Cache-Aided Networks
2025
发表期刊IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING (IF:7.4[JCR-2023],6.9[5-Year])
ISSN2372-2045
EISSN2332-7731
卷号PP期号:99
发表状态已发表
DOI10.1109/TCCN.2025.3544673
摘要

Caching is a promising technique to reduce communication load during peak hours. In practice, users may not communicate directly with the server, but through intermediate relays. This paper considers a two-hop cache-aided network where a server wishes to communicate files with users with the help of relays. We first propose centralized coded caching schemes that improve the state-of-the-art schemes. Unlike the existing schemes that separately design the transmission of the two hops, we jointly design the delivery coded symbols in the two hops via a superposition coding manner, to achieve a larger multicast gain at the server. Since our centralized scheme requires the users attached to different relays to cache the same contents, not feasible for the decentralized setting where all the relays and users independently store contents, we propose a genius decentralized scheme that intricately designs the coded symbols depending on the cached status of subfiles among the users and relays. Theoretical analysis and numerical results demonstrate that our schemes can greatly reduce the communication load compared to the existing schemes. Finally, we analyze the impact of caching size on the communication latency for full-duplex hierarchical networks, and show that if each relay’s caching size is sufficiently large but strictly smaller than the size of the file library, increasing the relay’s caching size could be wasteful.

关键词Caching scheme Centralised Coded caching Coded symbols Communication delays Communication load Decentralised Hierarchical caches Relay network State-of-the-art scheme
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收录类别EI
语种英语
出版者Institute of Electrical and Electronics Engineers Inc.
EI入藏号20251017999350
EI主题词Codes (symbols)
EI分类号1108.2 Cryptography
原始文献类型Article in Press
来源库IEEE
文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/493490
专题信息科学与技术学院
信息科学与技术学院_PI研究组_吴幼龙组
信息科学与技术学院_硕士生
作者单位
1.School of Information Science and Technology, ShanghaiTech University, Shanghai, China
2.Guilin University of Electronic Technology, Guilin, Guangxi, China
3.Communications and Networking (CommNet) Laboratory, Department of Electrical and Computer Engineering Northwestern University, United States
4.Peng Cheng Laboratory, Shenzhen, China
第一作者单位信息科学与技术学院
第一作者的第一单位信息科学与技术学院
推荐引用方式
GB/T 7714
Youlong Wu,Xiyu Song,Ke Wang,et al. Communication-Efficient Centralized and Decentralized Coded Caching for Hierarchical Cache-Aided Networks[J]. IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING,2025,PP(99).
APA Youlong Wu,Xiyu Song,Ke Wang,Shujie Cao,Jiahui Chen,&Shuai Ma.(2025).Communication-Efficient Centralized and Decentralized Coded Caching for Hierarchical Cache-Aided Networks.IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING,PP(99).
MLA Youlong Wu,et al."Communication-Efficient Centralized and Decentralized Coded Caching for Hierarchical Cache-Aided Networks".IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING PP.99(2025).
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