Cargando…

A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment

Data fusion in the Internet of Things (IoT) environment demands collecting and processing a wide variety of data with mixed time characteristics, both real-time and non-real-time data. Most of the previous research on data fusion was about the data processing aspect; however, successful data transmi...

Descripción completa

Detalles Bibliográficos
Autores principales: Xu, Jiuyun, Liu, Shuang, Lu, Xiaoxuan, Li, Li, Liang, Hongliang, Duan, Qiang, Liu, Runjie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308546/
https://www.ncbi.nlm.nih.gov/pubmed/30513659
http://dx.doi.org/10.3390/s18124205
_version_ 1783383214539145216
author Xu, Jiuyun
Liu, Shuang
Lu, Xiaoxuan
Li, Li
Liang, Hongliang
Duan, Qiang
Liu, Runjie
author_facet Xu, Jiuyun
Liu, Shuang
Lu, Xiaoxuan
Li, Li
Liang, Hongliang
Duan, Qiang
Liu, Runjie
author_sort Xu, Jiuyun
collection PubMed
description Data fusion in the Internet of Things (IoT) environment demands collecting and processing a wide variety of data with mixed time characteristics, both real-time and non-real-time data. Most of the previous research on data fusion was about the data processing aspect; however, successful data transmission is a prerequisite for high-performance data fusion in IoT. On the other hand, research on data transmissions in IoT mainly focuses on networking without sufficiently considering the special requirements of the upper-layer applications, such as the data fusion process, that are consuming the transmitted data. In this paper, we tackle the problem of data transmission for data fusion in an IoT environment by proposing a distributed scheduling mechanism VD-CSMA in wireless sensor networks, which considers the values for data fusion, as well as the delay constraints of packets when determining their priority levels for transmission. Simulation results have shown that VD-CSMA may enhance both throughput and delay performance of data transmission as compared to the typical scheduling schemes used for data fusion in IoT.
format Online
Article
Text
id pubmed-6308546
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-63085462019-01-04 A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment Xu, Jiuyun Liu, Shuang Lu, Xiaoxuan Li, Li Liang, Hongliang Duan, Qiang Liu, Runjie Sensors (Basel) Article Data fusion in the Internet of Things (IoT) environment demands collecting and processing a wide variety of data with mixed time characteristics, both real-time and non-real-time data. Most of the previous research on data fusion was about the data processing aspect; however, successful data transmission is a prerequisite for high-performance data fusion in IoT. On the other hand, research on data transmissions in IoT mainly focuses on networking without sufficiently considering the special requirements of the upper-layer applications, such as the data fusion process, that are consuming the transmitted data. In this paper, we tackle the problem of data transmission for data fusion in an IoT environment by proposing a distributed scheduling mechanism VD-CSMA in wireless sensor networks, which considers the values for data fusion, as well as the delay constraints of packets when determining their priority levels for transmission. Simulation results have shown that VD-CSMA may enhance both throughput and delay performance of data transmission as compared to the typical scheduling schemes used for data fusion in IoT. MDPI 2018-11-30 /pmc/articles/PMC6308546/ /pubmed/30513659 http://dx.doi.org/10.3390/s18124205 Text en © 2018 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
Xu, Jiuyun
Liu, Shuang
Lu, Xiaoxuan
Li, Li
Liang, Hongliang
Duan, Qiang
Liu, Runjie
A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment
title A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment
title_full A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment
title_fullStr A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment
title_full_unstemmed A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment
title_short A Temporal Adaptive Access Mechanism for Data Fusion in an IoT Environment
title_sort temporal adaptive access mechanism for data fusion in an iot environment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308546/
https://www.ncbi.nlm.nih.gov/pubmed/30513659
http://dx.doi.org/10.3390/s18124205
work_keys_str_mv AT xujiuyun atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT liushuang atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT luxiaoxuan atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT lili atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT lianghongliang atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT duanqiang atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT liurunjie atemporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT xujiuyun temporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT liushuang temporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT luxiaoxuan temporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT lili temporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT lianghongliang temporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT duanqiang temporaladaptiveaccessmechanismfordatafusioninaniotenvironment
AT liurunjie temporaladaptiveaccessmechanismfordatafusioninaniotenvironment