{"title":"Adapt or Wait: Quality Adaptation for Cache-Aided Channels","authors":"Eleftherios Lampiris;Giuseppe Caire","doi":"10.1109/TCOMM.2024.3522040","DOIUrl":null,"url":null,"abstract":"Coded Caching is a technology that promises to reduce cacheable traffic by turning stored content at the users to multicast opportunities. In wireless channels, though, users experience different rates causing each message to be communicated with the group’s worst-user’s rate, which in turn impacts significantly the achieved performance. In this work we propose an adaptive quality transmission framework specifically designed for coded caching multicast communications, which uses superposition coding to overcome channel degradation. Our scheme combines coded caching, superposition coding, and scalable source coding, while keeping the caching oblivious to future channel rates and delivered file quality. The proposed framework covers all possible channel rate and quality configurations, while we further propose algorithms that can optimise the served quality. An interesting outcome of our work is that a modest quality reduction at the degraded users can counter the effects of significant channel degradation. For example, in a 100-user system with normalized cache size 1/10 at each user, if 10 users experience channel degradation of 60% compared to the rate of the non-degraded users, we show that our transmission strategy leads to a <inline-formula> <tex-math>$\\thicksim 85\\%$ </tex-math></inline-formula> quality at the degraded users and perfect quality at the non-degraded users.","PeriodicalId":13041,"journal":{"name":"IEEE Transactions on Communications","volume":"73 7","pages":"4868-4880"},"PeriodicalIF":8.3000,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Communications","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10813585/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Coded Caching is a technology that promises to reduce cacheable traffic by turning stored content at the users to multicast opportunities. In wireless channels, though, users experience different rates causing each message to be communicated with the group’s worst-user’s rate, which in turn impacts significantly the achieved performance. In this work we propose an adaptive quality transmission framework specifically designed for coded caching multicast communications, which uses superposition coding to overcome channel degradation. Our scheme combines coded caching, superposition coding, and scalable source coding, while keeping the caching oblivious to future channel rates and delivered file quality. The proposed framework covers all possible channel rate and quality configurations, while we further propose algorithms that can optimise the served quality. An interesting outcome of our work is that a modest quality reduction at the degraded users can counter the effects of significant channel degradation. For example, in a 100-user system with normalized cache size 1/10 at each user, if 10 users experience channel degradation of 60% compared to the rate of the non-degraded users, we show that our transmission strategy leads to a $\thicksim 85\%$ quality at the degraded users and perfect quality at the non-degraded users.
期刊介绍:
The IEEE Transactions on Communications is dedicated to publishing high-quality manuscripts that showcase advancements in the state-of-the-art of telecommunications. Our scope encompasses all aspects of telecommunications, including telephone, telegraphy, facsimile, and television, facilitated by electromagnetic propagation methods such as radio, wire, aerial, underground, coaxial, and submarine cables, as well as waveguides, communication satellites, and lasers. We cover telecommunications in various settings, including marine, aeronautical, space, and fixed station services, addressing topics such as repeaters, radio relaying, signal storage, regeneration, error detection and correction, multiplexing, carrier techniques, communication switching systems, data communications, and communication theory. Join us in advancing the field of telecommunications through groundbreaking research and innovation.