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Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks
Recent trends show that Internet traffic is increasingly dominated by content, which is accompanied by the exponential growth of traffic. To cope with this phenomena, network caching is introduced to utilize the storage capacity of diverse network devices. In this paper, we first summarize four basi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970026/ https://www.ncbi.nlm.nih.gov/pubmed/27347975 http://dx.doi.org/10.3390/s16070974 |
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author | Chen, Min Hao, Yixue Qiu, Meikang Song, Jeungeun Wu, Di Humar, Iztok |
author_facet | Chen, Min Hao, Yixue Qiu, Meikang Song, Jeungeun Wu, Di Humar, Iztok |
author_sort | Chen, Min |
collection | PubMed |
description | Recent trends show that Internet traffic is increasingly dominated by content, which is accompanied by the exponential growth of traffic. To cope with this phenomena, network caching is introduced to utilize the storage capacity of diverse network devices. In this paper, we first summarize four basic caching placement strategies, i.e., local caching, Device-to-Device (D2D) caching, Small cell Base Station (SBS) caching and Macrocell Base Station (MBS) caching. However, studies show that so far, much of the research has ignored the impact of user mobility. Therefore, taking the effect of the user mobility into consideration, we proposes a joint mobility-aware caching and SBS density placement scheme (MS caching). In addition, differences and relationships between caching and computation offloading are discussed. We present a design of a hybrid computation offloading and support it with experimental results, which demonstrate improved performance in terms of energy cost. Finally, we discuss the design of an incentive mechanism by considering network dynamics, differentiated user’s quality of experience (QoE) and the heterogeneity of mobile terminals in terms of caching and computing capabilities. |
format | Online Article Text |
id | pubmed-4970026 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-49700262016-08-04 Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks Chen, Min Hao, Yixue Qiu, Meikang Song, Jeungeun Wu, Di Humar, Iztok Sensors (Basel) Article Recent trends show that Internet traffic is increasingly dominated by content, which is accompanied by the exponential growth of traffic. To cope with this phenomena, network caching is introduced to utilize the storage capacity of diverse network devices. In this paper, we first summarize four basic caching placement strategies, i.e., local caching, Device-to-Device (D2D) caching, Small cell Base Station (SBS) caching and Macrocell Base Station (MBS) caching. However, studies show that so far, much of the research has ignored the impact of user mobility. Therefore, taking the effect of the user mobility into consideration, we proposes a joint mobility-aware caching and SBS density placement scheme (MS caching). In addition, differences and relationships between caching and computation offloading are discussed. We present a design of a hybrid computation offloading and support it with experimental results, which demonstrate improved performance in terms of energy cost. Finally, we discuss the design of an incentive mechanism by considering network dynamics, differentiated user’s quality of experience (QoE) and the heterogeneity of mobile terminals in terms of caching and computing capabilities. MDPI 2016-06-25 /pmc/articles/PMC4970026/ /pubmed/27347975 http://dx.doi.org/10.3390/s16070974 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chen, Min Hao, Yixue Qiu, Meikang Song, Jeungeun Wu, Di Humar, Iztok Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks |
title | Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks |
title_full | Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks |
title_fullStr | Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks |
title_full_unstemmed | Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks |
title_short | Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks |
title_sort | mobility-aware caching and computation offloading in 5g ultra-dense cellular networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970026/ https://www.ncbi.nlm.nih.gov/pubmed/27347975 http://dx.doi.org/10.3390/s16070974 |
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