Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks

The fog radio access network (F-RAN) equipped with enhanced remote radio heads (eRRHs), which can pre-store some requested files in the edge cache and support mobile edge computing (MEC). To guarantee the quality-of-service (QoS) and energy efficiency of F-RAN, a proper content caching strategy is n...

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Main Authors: Yi Cen, Yigang Cen, Ke Wang, Jingcong Li
Format: Article
Language:English
Published: MDPI AG 2019-03-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/19/6/1422
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spelling doaj-42cbb7ef33034a93931843d3fa89d4322020-11-25T00:32:56ZengMDPI AGSensors1424-82202019-03-01196142210.3390/s19061422s19061422Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access NetworksYi Cen0Yigang Cen1Ke Wang2Jingcong Li3School of Information Engineering, Minzu University of China, Beijing 100081, ChinaSchool of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, ChinaSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunication, Beijing 100876, ChinaSchool of Information Engineering, Minzu University of China, Beijing 100081, ChinaThe fog radio access network (F-RAN) equipped with enhanced remote radio heads (eRRHs), which can pre-store some requested files in the edge cache and support mobile edge computing (MEC). To guarantee the quality-of-service (QoS) and energy efficiency of F-RAN, a proper content caching strategy is necessary to avoid coarse content storing locally in the cache or frequent fetching from a centralized baseband signal processing unit (BBU) pool via backhauls. In this paper we investigate the relationships among eRRH/terminal activities and content requesting in F-RANs, and propose an edge content caching strategy for eRRHs by mining out mobile network behavior information. Especially, to attain the inference for appropriate content caching, we establish a pre-mapping containing content preference information and geographical influence by an efficient non-uniformed accelerated matrix completion algorithm. The energy consumption analysis is given in order to discuss the energy saving properties of the proposed edge content caching strategy. Simulation results demonstrate our theoretical analysis on the inference validity of the pre-mapping construction method in static and dynamic cases, and show the energy efficiency achieved by the proposed edge content pre-caching strategy.https://www.mdpi.com/1424-8220/19/6/1422fog radio access networknon-uniform mobile edge cachingpreference inferencegroup partitionnon-convex matrix/tensor completion
collection DOAJ
language English
format Article
sources DOAJ
author Yi Cen
Yigang Cen
Ke Wang
Jingcong Li
spellingShingle Yi Cen
Yigang Cen
Ke Wang
Jingcong Li
Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks
Sensors
fog radio access network
non-uniform mobile edge caching
preference inference
group partition
non-convex matrix/tensor completion
author_facet Yi Cen
Yigang Cen
Ke Wang
Jingcong Li
author_sort Yi Cen
title Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks
title_short Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks
title_full Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks
title_fullStr Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks
title_full_unstemmed Energy-Efficient Nonuniform Content Edge Pre-Caching to Improve Quality of Service in Fog Radio Access Networks
title_sort energy-efficient nonuniform content edge pre-caching to improve quality of service in fog radio access networks
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2019-03-01
description The fog radio access network (F-RAN) equipped with enhanced remote radio heads (eRRHs), which can pre-store some requested files in the edge cache and support mobile edge computing (MEC). To guarantee the quality-of-service (QoS) and energy efficiency of F-RAN, a proper content caching strategy is necessary to avoid coarse content storing locally in the cache or frequent fetching from a centralized baseband signal processing unit (BBU) pool via backhauls. In this paper we investigate the relationships among eRRH/terminal activities and content requesting in F-RANs, and propose an edge content caching strategy for eRRHs by mining out mobile network behavior information. Especially, to attain the inference for appropriate content caching, we establish a pre-mapping containing content preference information and geographical influence by an efficient non-uniformed accelerated matrix completion algorithm. The energy consumption analysis is given in order to discuss the energy saving properties of the proposed edge content caching strategy. Simulation results demonstrate our theoretical analysis on the inference validity of the pre-mapping construction method in static and dynamic cases, and show the energy efficiency achieved by the proposed edge content pre-caching strategy.
topic fog radio access network
non-uniform mobile edge caching
preference inference
group partition
non-convex matrix/tensor completion
url https://www.mdpi.com/1424-8220/19/6/1422
work_keys_str_mv AT yicen energyefficientnonuniformcontentedgeprecachingtoimprovequalityofserviceinfogradioaccessnetworks
AT yigangcen energyefficientnonuniformcontentedgeprecachingtoimprovequalityofserviceinfogradioaccessnetworks
AT kewang energyefficientnonuniformcontentedgeprecachingtoimprovequalityofserviceinfogradioaccessnetworks
AT jingcongli energyefficientnonuniformcontentedgeprecachingtoimprovequalityofserviceinfogradioaccessnetworks
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