Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks

Content caching at edge of the network has been considered as an effective way to reduce latency and alleviate burden on backhaul. In this paper, cache placement and bandwidth allocation strategies are jointly investigated in a multi-user system of a heterogenous network consisting of one macro base...

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Main Authors: Weiqi Sun, Yong Li, Chunjing Hu, Mugen Peng
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8395378/
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spelling doaj-d03d98a49af84ed393652a860e1bdd0d2021-03-29T20:56:49ZengIEEEIEEE Access2169-35362018-01-016372503726010.1109/ACCESS.2018.28503708395378Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous NetworksWeiqi Sun0https://orcid.org/0000-0003-0188-9545Yong Li1Chunjing Hu2Mugen Peng3https://orcid.org/0000-0002-4755-7231Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and Telecommunications, Beijing, ChinaWireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and Telecommunications, Beijing, ChinaWireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and Telecommunications, Beijing, ChinaWireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and Telecommunications, Beijing, ChinaContent caching at edge of the network has been considered as an effective way to reduce latency and alleviate burden on backhaul. In this paper, cache placement and bandwidth allocation strategies are jointly investigated in a multi-user system of a heterogenous network consisting of one macro base station and multiple small base stations. With the goal of minimizing outage probability, a simulated annealing algorithm-aided cache placement scheme along with an optimized bandwidth allocation via a dual decomposition method is proposed while taking into account the constraints of total available bandwidth, storage capacity of caching nodes, and fairness among users. Unlike previous works, the optimizations of the cache placement and bandwidth allocation are jointly considered in this paper. Meanwhile, in order to guarantee performance of each individual user while optimizing outage probability of the entire system, user fairness is taken into account as well. Simulation results show that, compared with other cache placement and bandwidth allocation schemes, the proposed method can obtain lower outage probability and maintain user fairness.https://ieeexplore.ieee.org/document/8395378/Cache placementresource allocationheterogenous networksoptimization
collection DOAJ
language English
format Article
sources DOAJ
author Weiqi Sun
Yong Li
Chunjing Hu
Mugen Peng
spellingShingle Weiqi Sun
Yong Li
Chunjing Hu
Mugen Peng
Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks
IEEE Access
Cache placement
resource allocation
heterogenous networks
optimization
author_facet Weiqi Sun
Yong Li
Chunjing Hu
Mugen Peng
author_sort Weiqi Sun
title Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks
title_short Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks
title_full Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks
title_fullStr Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks
title_full_unstemmed Joint Optimization of Cache Placement and Bandwidth Allocation in Heterogeneous Networks
title_sort joint optimization of cache placement and bandwidth allocation in heterogeneous networks
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description Content caching at edge of the network has been considered as an effective way to reduce latency and alleviate burden on backhaul. In this paper, cache placement and bandwidth allocation strategies are jointly investigated in a multi-user system of a heterogenous network consisting of one macro base station and multiple small base stations. With the goal of minimizing outage probability, a simulated annealing algorithm-aided cache placement scheme along with an optimized bandwidth allocation via a dual decomposition method is proposed while taking into account the constraints of total available bandwidth, storage capacity of caching nodes, and fairness among users. Unlike previous works, the optimizations of the cache placement and bandwidth allocation are jointly considered in this paper. Meanwhile, in order to guarantee performance of each individual user while optimizing outage probability of the entire system, user fairness is taken into account as well. Simulation results show that, compared with other cache placement and bandwidth allocation schemes, the proposed method can obtain lower outage probability and maintain user fairness.
topic Cache placement
resource allocation
heterogenous networks
optimization
url https://ieeexplore.ieee.org/document/8395378/
work_keys_str_mv AT weiqisun jointoptimizationofcacheplacementandbandwidthallocationinheterogeneousnetworks
AT yongli jointoptimizationofcacheplacementandbandwidthallocationinheterogeneousnetworks
AT chunjinghu jointoptimizationofcacheplacementandbandwidthallocationinheterogeneousnetworks
AT mugenpeng jointoptimizationofcacheplacementandbandwidthallocationinheterogeneousnetworks
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