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...
Autores principales: | , , , , , , |
---|---|
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 |