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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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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1724193878430449664 |