Cache Aware User Association for Wireless Heterogeneous Networks

The proliferation of network devices and novel bandwidth hungry applications over the existing network imposes novel challenges in terms of fulfilling the users’ requirements. Dense deployment of small cells is thought to be a promising solution to fulfill these requirements. However, the...

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Main Authors: Rim Haw, S. M. Ahsan Kazmi, Kyi Thar, Md Golam Rabiul Alam, Choong Seon Hong
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8598719/
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spelling doaj-11db975dd9c64072b38da743cde13c362021-03-29T22:11:42ZengIEEEIEEE Access2169-35362019-01-0173472348510.1109/ACCESS.2018.28855718598719Cache Aware User Association for Wireless Heterogeneous NetworksRim Haw0S. M. Ahsan Kazmi1https://orcid.org/0000-0001-7138-8258Kyi Thar2https://orcid.org/0000-0001-9390-6511Md Golam Rabiul Alam3https://orcid.org/0000-0002-9054-7557Choong Seon Hong4Department of Computer Science and Engineering, Kyung Hee University, Yongin-si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-si, South KoreaThe proliferation of network devices and novel bandwidth hungry applications over the existing network imposes novel challenges in terms of fulfilling the users’ requirements. Dense deployment of small cells is thought to be a promising solution to fulfill these requirements. However, the user association in such dense networks becomes challenging and can greatly affect the network performance, as a user in such dense deployments can be connected to any of the available base stations. Traditionally, the user association has been performed based on the signal strength, however, such an approach does not apply when taking into account novel bandwidth hungry applications. Moreover, in recent years, a successful paradigm has been proposed to handle such bandwidth hungry applications, i.e., caching at small cell base stations. In this paper, we aim to solve this joint problem of user association and content caching in a dense small cell setting. To solve this problem, we present a novel iterative scheme that uses matching theory and a learning approach to find a suboptimal solution of the joint NP hard problem. Note that the user association and cache placement are strongly coupled, i.e., the association of users at a base station will determine the cache placement at base stations and the availability of cache at base stations will force the users to change their associations. Simulation results show that the proposed scheme (i.e., cache aware user association) significantly outperforms the cache unaware scheme and achieves a performance gain of up to 31% in terms of normalized utility and saves up to twice the backhaul bandwidth. Moreover, the proposed scheme also achieves up to 82% of the utility obtained by the optimal solution.https://ieeexplore.ieee.org/document/8598719/User associationheterogeneous networksmatching gamescachingwireless small cell networks
collection DOAJ
language English
format Article
sources DOAJ
author Rim Haw
S. M. Ahsan Kazmi
Kyi Thar
Md Golam Rabiul Alam
Choong Seon Hong
spellingShingle Rim Haw
S. M. Ahsan Kazmi
Kyi Thar
Md Golam Rabiul Alam
Choong Seon Hong
Cache Aware User Association for Wireless Heterogeneous Networks
IEEE Access
User association
heterogeneous networks
matching games
caching
wireless small cell networks
author_facet Rim Haw
S. M. Ahsan Kazmi
Kyi Thar
Md Golam Rabiul Alam
Choong Seon Hong
author_sort Rim Haw
title Cache Aware User Association for Wireless Heterogeneous Networks
title_short Cache Aware User Association for Wireless Heterogeneous Networks
title_full Cache Aware User Association for Wireless Heterogeneous Networks
title_fullStr Cache Aware User Association for Wireless Heterogeneous Networks
title_full_unstemmed Cache Aware User Association for Wireless Heterogeneous Networks
title_sort cache aware user association for wireless heterogeneous networks
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description The proliferation of network devices and novel bandwidth hungry applications over the existing network imposes novel challenges in terms of fulfilling the users’ requirements. Dense deployment of small cells is thought to be a promising solution to fulfill these requirements. However, the user association in such dense networks becomes challenging and can greatly affect the network performance, as a user in such dense deployments can be connected to any of the available base stations. Traditionally, the user association has been performed based on the signal strength, however, such an approach does not apply when taking into account novel bandwidth hungry applications. Moreover, in recent years, a successful paradigm has been proposed to handle such bandwidth hungry applications, i.e., caching at small cell base stations. In this paper, we aim to solve this joint problem of user association and content caching in a dense small cell setting. To solve this problem, we present a novel iterative scheme that uses matching theory and a learning approach to find a suboptimal solution of the joint NP hard problem. Note that the user association and cache placement are strongly coupled, i.e., the association of users at a base station will determine the cache placement at base stations and the availability of cache at base stations will force the users to change their associations. Simulation results show that the proposed scheme (i.e., cache aware user association) significantly outperforms the cache unaware scheme and achieves a performance gain of up to 31% in terms of normalized utility and saves up to twice the backhaul bandwidth. Moreover, the proposed scheme also achieves up to 82% of the utility obtained by the optimal solution.
topic User association
heterogeneous networks
matching games
caching
wireless small cell networks
url https://ieeexplore.ieee.org/document/8598719/
work_keys_str_mv AT rimhaw cacheawareuserassociationforwirelessheterogeneousnetworks
AT smahsankazmi cacheawareuserassociationforwirelessheterogeneousnetworks
AT kyithar cacheawareuserassociationforwirelessheterogeneousnetworks
AT mdgolamrabiulalam cacheawareuserassociationforwirelessheterogeneousnetworks
AT choongseonhong cacheawareuserassociationforwirelessheterogeneousnetworks
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