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An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things

This paper considers the distributed access and control problem of massive wireless sensor networks’ data access center for the Internet of Things, which is an extension of wireless sensor networks and an element of its topology structure. In the context of the arrival of massive service access requ...

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Detalles Bibliográficos
Autores principales: Yi, Meng, Chen, Qingkui, Xiong, Neal N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134505/
https://www.ncbi.nlm.nih.gov/pubmed/27827878
http://dx.doi.org/10.3390/s16111846
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author Yi, Meng
Chen, Qingkui
Xiong, Neal N.
author_facet Yi, Meng
Chen, Qingkui
Xiong, Neal N.
author_sort Yi, Meng
collection PubMed
description This paper considers the distributed access and control problem of massive wireless sensor networks’ data access center for the Internet of Things, which is an extension of wireless sensor networks and an element of its topology structure. In the context of the arrival of massive service access requests at a virtual data center, this paper designs a massive sensing data access and control mechanism to improve the access efficiency of service requests and makes full use of the available resources at the data access center for the Internet of things. Firstly, this paper proposes a synergistically distributed buffer access model, which separates the information of resource and location. Secondly, the paper divides the service access requests into multiple virtual groups based on their characteristics and locations using an optimized self-organizing feature map neural network. Furthermore, this paper designs an optimal scheduling algorithm of group migration based on the combination scheme between the artificial bee colony algorithm and chaos searching theory. Finally, the experimental results demonstrate that this mechanism outperforms the existing schemes in terms of enhancing the accessibility of service requests effectively, reducing network delay, and has higher load balancing capacity and higher resource utility rate.
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spelling pubmed-51345052017-01-03 An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things Yi, Meng Chen, Qingkui Xiong, Neal N. Sensors (Basel) Article This paper considers the distributed access and control problem of massive wireless sensor networks’ data access center for the Internet of Things, which is an extension of wireless sensor networks and an element of its topology structure. In the context of the arrival of massive service access requests at a virtual data center, this paper designs a massive sensing data access and control mechanism to improve the access efficiency of service requests and makes full use of the available resources at the data access center for the Internet of things. Firstly, this paper proposes a synergistically distributed buffer access model, which separates the information of resource and location. Secondly, the paper divides the service access requests into multiple virtual groups based on their characteristics and locations using an optimized self-organizing feature map neural network. Furthermore, this paper designs an optimal scheduling algorithm of group migration based on the combination scheme between the artificial bee colony algorithm and chaos searching theory. Finally, the experimental results demonstrate that this mechanism outperforms the existing schemes in terms of enhancing the accessibility of service requests effectively, reducing network delay, and has higher load balancing capacity and higher resource utility rate. MDPI 2016-11-03 /pmc/articles/PMC5134505/ /pubmed/27827878 http://dx.doi.org/10.3390/s16111846 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
Yi, Meng
Chen, Qingkui
Xiong, Neal N.
An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things
title An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things
title_full An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things
title_fullStr An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things
title_full_unstemmed An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things
title_short An Effective Massive Sensor Network Data Access Scheme Based on Topology Control for the Internet of Things
title_sort effective massive sensor network data access scheme based on topology control for the internet of things
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134505/
https://www.ncbi.nlm.nih.gov/pubmed/27827878
http://dx.doi.org/10.3390/s16111846
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