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Air pollution monitoring and mining based on sensor grid in London

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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 Creative Commons