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Centralized caching and delivery of correlated contents over Gaussian broadcast channels

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Title: Centralized caching and delivery of correlated contents over Gaussian broadcast channels
Authors: Yang, Q
Hassanzadeh, P
Gunduz, D
Erkip, E
Item Type: Journal Article
Abstract: Content delivery in a multi-user cache-aided broadcast network is studied, where a server holding a database of correlated contents communicates with the users over a Gaussian broadcast channel (BC). The minimum transmission power required to satisfy all possible demand combinations is studied, when the users are equipped with caches of equal size. Two centralized caching schemes are proposed, both of which not only utilize the user's local caches, but also exploit the correlation among the contents in the database. The first scheme implements uncoded cache placement and delivers coded contents to users using superposition coding. The second scheme, which is proposed for small cache sizes, places coded contents in users' caches and jointly encodes the cached contents of users and the messages targeted at them. The performance of the proposed schemes, which provide upper bounds on the required transmit power for a given cache capacity, is characterized. The scheme based on coded placement improves upon the first one for small cache sizes, and under certain conditions meets the uncoded placement lower bound. A lower bound on the required transmit power is also presented assuming uncoded cache placement. Our results indicate that exploiting the correlations among the contents in a cache-aided Gaussian BC can provide significant energy savings.
Issue Date: 1-Jan-2020
Date of Acceptance: 16-Oct-2019
URI: http://hdl.handle.net/10044/1/81024
DOI: 10.1109/TCOMM.2019.2950930
ISSN: 0090-6778
Publisher: Institute of Electrical and Electronics Engineers
Start Page: 122
End Page: 136
Journal / Book Title: IEEE Transactions on Communications
Volume: 68
Issue: 1
Copyright Statement: © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Keywords: Science & Technology
Technology
Engineering, Electrical & Electronic
Telecommunications
Engineering
Correlation
Encoding
Servers
Libraries
Databases
Wireless communication
Ad hoc networks
Coded caching
noisy broadcast channel
content correlation
Science & Technology
Technology
Engineering, Electrical & Electronic
Telecommunications
Engineering
Correlation
Encoding
Servers
Libraries
Databases
Wireless communication
Ad hoc networks
Coded caching
noisy broadcast channel
content correlation
0804 Data Format
0906 Electrical and Electronic Engineering
1005 Communications Technologies
Publication Status: Published
Online Publication Date: 2019-11-04
Appears in Collections:Electrical and Electronic Engineering