Energy-efficient wireless content delivery with proactive caching

File Description SizeFormat 
CCDWN17.pdfFile embargoed until 01 January 10000296.58 kBAdobe PDF    Request a copy
Title: Energy-efficient wireless content delivery with proactive caching
Authors: Somuyiwa, S
Gyorgy, A
Gunduz, D
Item Type: Conference Paper
Abstract: We propose an intelligent proactive content caching scheme to reduce the energy consumption in wireless downlink. We consider an online social network (OSN) setting where new contents are generated over time, and remain relevant to the user for a random lifetime. Contents are downloaded to the user equipment (UE) through a time-varying wireless channel at an energy cost that depends on the channel state and the number of contents downloaded. The user accesses the OSN at random time instants, and consumes all the relevant contents. To reduce the energy consumption, we propose proactive caching of contents under favorable channel conditions to a finite capacity cache memory. Assuming that the channel quality (or equivalently, the cost of downloading data) is memoryless over time slots, we show that the optimal caching policy, which may replace contents in the cache with shorter remaining lifetime with contents at the server that remain relevant longer, has a threshold structure with respect to the channel quality. Since the optimal policy is computationally demanding in practice, we introduce a simplified caching scheme and optimize its parameters using policy search. We also present two lower bounds on the energy consumption. We demonstrate through numerical simulations that the proposed caching scheme significantly reduces the energy consumption compared to traditional reactive caching tools, and achieves close- to-optimal performance for a wide variety of system parameters.
Issue Date: 15-May-2017
Date of Acceptance: 8-Mar-2017
URI: http://hdl.handle.net/10044/1/45524
Publisher: IEEE
Copyright Statement: This paper is embargoed until publication.
Sponsor/Funder: Commission of the European Communities
Funder's Grant Number: 677854
Conference Name: 2nd Content Caching and Delivery in Wireless Networks Workshop (CCDWN 2017)
Publication Status: Accepted
Start Date: 2017-05-15
Conference Place: Paris, France
Embargo Date: publication subject to indefinite embargo
Appears in Collections:Faculty of Engineering
Electrical and Electronic Engineering



Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

Creative Commonsx