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ShanghaiTech University Knowledge Management System
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]) |
ISSN | 2372-2045 |
EISSN | 2332-7731 |
卷号 | PP期号:99 |
发表状态 | 已发表 |
DOI | 10.1109/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 |
URL | 查看原文 |
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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