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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2008
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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 |
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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 |
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