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Air pollution monitoring and mining based on sensor grid in London
File | Description | Size | Format | |
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Air Pollution Monitoring and Mining Based on Sensor Grid in London.pdf | Published version | 1.92 MB | Adobe PDF | View/Open |
Title: | Air pollution monitoring and mining based on sensor grid in London |
Authors: | Ma, Y Richards, M Ghanem, M Guo, Y Hassard, J |
Item Type: | Journal Article |
Abstract: | 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 twolayer 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. |
Issue Date: | 1-Jun-2008 |
Date of Acceptance: | 23-May-2008 |
URI: | http://hdl.handle.net/10044/1/82797 |
DOI: | 10.3390/s80603601 |
ISSN: | 1424-8220 |
Publisher: | MDPI AG |
Start Page: | 3601 |
End Page: | 3623 |
Journal / Book Title: | Sensors |
Volume: | 8 |
Copyright Statement: | © 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/). |
Sponsor/Funder: | Engineering & Physical Science Research Council (EPSRC) Imperial Innovations Ltd Engineering & Physical Science Research Council (EPSRC) Science and Technology Facilities Council (STFC) Science and Technology Facilities Council (STFC) Science and Technology Facilities Council (STFC) |
Funder's Grant Number: | GR/R67750/01 24/05/04 IC INNOVATIONS GR/R67750/01 PP/E000509/1 ST/H000992/1 ST/K001604/1 |
Keywords: | Science & Technology Physical Sciences Technology Chemistry, Analytical Engineering, Electrical & Electronic Instruments & Instrumentation Chemistry Engineering urban air pollution sensor network grid distributed data mining ALGORITHMS distributed data mining. grid sensor network urban air pollution Urban Air Pollution Sensor Network Grid Distributed Data Mining 0502 Environmental Science and Management 0602 Ecology 0301 Analytical Chemistry 0805 Distributed Computing 0906 Electrical and Electronic Engineering Analytical Chemistry |
Publication Status: | Published |
Article Number: | 6 |
Online Publication Date: | 2008-06-01 |
Appears in Collections: | Physics Computing High Energy Physics Faculty of Natural Sciences |
This item is licensed under a Creative Commons License