Dynamic Edge Caching with Popularity Drifting

09/12/2018
by   Linqi Song, et al.
0

Caching at the network edge devices such as wireless caching stations (WCS) is a key technology in the 5G network. The spatial-temporal diversity of content popularity requires different content to be cached in different WCSs and periodically updated to adapt to temporal changes. In this paper, we study how the popularity drifting speed affects the number of required broadcast transmissions by the MBS and then design coded transmission schemes by leveraging the broadcast advantage under the index coding framework. The key idea is that files already cached in WCSs, which although may be currently unpopular, can serve as side information to facilitate coded broadcast transmission for cache updating. Our algorithm extends existing index coding-based schemes from a single-request scenario to a multiple-request scenario via a "dynamic coloring" approach. Simulation results indicate that a significant bandwidth saving can be achieved by adopting our scheme.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/21/2020

Online Caching and Coding at the WiFi Edge: Gains and Tradeoffs

Video content delivery at the wireless edge continues to be challenged b...
research
06/01/2020

Coded Caching for Heterogeneous Wireless Networks

This chapter provides an overview of coded caching in the context of het...
research
07/20/2022

Design of Coded Caching Schemes with Linear Subpacketizations Based on Injective Arc Coloring of Regular Digraphs

Coded caching is an effective technique to decongest the amount of traff...
research
10/12/2022

Multi-Content Time-Series Popularity Prediction with Multiple-Model Transformers in MEC Networks

Coded/uncoded content placement in Mobile Edge Caching (MEC) has evolved...
research
06/12/2018

On Coding for Cache-Aided Delivery of Dynamic Correlated Content

Cache-aided coded multicast leverages side information at wireless edge ...
research
08/08/2023

Collaborative Edge Caching: a Meta Reinforcement Learning Approach with Edge Sampling

Current learning-based edge caching schemes usually suffer from dynamic ...
research
12/21/2019

A Swiss Army Knife for Dynamic Caching in Small Cell Networks

We consider a dense cellular network, in which a limited-size cache is a...

Please sign up or login with your details

Forgot password? Click here to reset