Cargando…

Air Pollution Monitoring and Mining Based on Sensor Grid in London

In this paper, we present a distributed infrastructure based on wireless sensors network and Grid computing technology for air pollution monitoring and mining, which aims to develop low-cost and ubiquitous sensor networks to collect real-time, large scale and comprehensive environmental data from ro...

Descripción completa

Detalles Bibliográficos
Autores principales: Ma, Yajie, Richards, Mark, Ghanem, Moustafa, Guo, Yike, Hassard, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3714656/
https://www.ncbi.nlm.nih.gov/pubmed/27879895
http://dx.doi.org/10.3390/s8063601
_version_ 1782277388255625216
author Ma, Yajie
Richards, Mark
Ghanem, Moustafa
Guo, Yike
Hassard, John
author_facet Ma, Yajie
Richards, Mark
Ghanem, Moustafa
Guo, Yike
Hassard, John
author_sort Ma, Yajie
collection PubMed
description In this paper, we present a distributed infrastructure based on wireless sensors network and Grid computing technology for air pollution monitoring and mining, which aims to develop low-cost and ubiquitous sensor networks to collect real-time, large scale and comprehensive environmental data from road traffic emissions for air pollution monitoring in urban environment. The main informatics challenges in respect to constructing the high-throughput sensor Grid are discussed in this paper. We present a two-layer network framework, a P2P e-Science Grid architecture, and the distributed data mining algorithm as the solutions to address the challenges. We simulated the system in TinyOS to examine the operation of each sensor as well as the networking performance. We also present the distributed data mining result to examine the effectiveness of the algorithm.
format Online
Article
Text
id pubmed-3714656
institution National Center for Biotechnology Information
language English
publishDate 2008
publisher Molecular Diversity Preservation International (MDPI)
record_format MEDLINE/PubMed
spelling pubmed-37146562013-07-18 Air Pollution Monitoring and Mining Based on Sensor Grid in London Ma, Yajie Richards, Mark Ghanem, Moustafa Guo, Yike Hassard, John Sensors (Basel) Article In this paper, we present a distributed infrastructure based on wireless sensors network and Grid computing technology for air pollution monitoring and mining, which aims to develop low-cost and ubiquitous sensor networks to collect real-time, large scale and comprehensive environmental data from road traffic emissions for air pollution monitoring in urban environment. The main informatics challenges in respect to constructing the high-throughput sensor Grid are discussed in this paper. We present a two-layer network framework, a P2P e-Science Grid architecture, and the distributed data mining algorithm as the solutions to address the challenges. We simulated the system in TinyOS to examine the operation of each sensor as well as the networking performance. We also present the distributed data mining result to examine the effectiveness of the algorithm. Molecular Diversity Preservation International (MDPI) 2008-06-01 /pmc/articles/PMC3714656/ /pubmed/27879895 http://dx.doi.org/10.3390/s8063601 Text en © 2008 by the authors; licensee Molecular Diversity Preservation International, Basel, Switzerland. This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Ma, Yajie
Richards, Mark
Ghanem, Moustafa
Guo, Yike
Hassard, John
Air Pollution Monitoring and Mining Based on Sensor Grid in London
title Air Pollution Monitoring and Mining Based on Sensor Grid in London
title_full Air Pollution Monitoring and Mining Based on Sensor Grid in London
title_fullStr Air Pollution Monitoring and Mining Based on Sensor Grid in London
title_full_unstemmed Air Pollution Monitoring and Mining Based on Sensor Grid in London
title_short Air Pollution Monitoring and Mining Based on Sensor Grid in London
title_sort air pollution monitoring and mining based on sensor grid in london
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3714656/
https://www.ncbi.nlm.nih.gov/pubmed/27879895
http://dx.doi.org/10.3390/s8063601
work_keys_str_mv AT mayajie airpollutionmonitoringandminingbasedonsensorgridinlondon
AT richardsmark airpollutionmonitoringandminingbasedonsensorgridinlondon
AT ghanemmoustafa airpollutionmonitoringandminingbasedonsensorgridinlondon
AT guoyike airpollutionmonitoringandminingbasedonsensorgridinlondon
AT hassardjohn airpollutionmonitoringandminingbasedonsensorgridinlondon