Air pollution monitoring and mining based on sensor Grid in London

被引:96
|
作者
Ma, Yajie [1 ]
Richards, Mark [2 ]
Ghanem, Moustafa [1 ]
Guo, Yike [1 ]
Hassard, John [2 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Comp, London SW7 2BW, England
[2] Univ London Imperial Coll Sci Technol & Med, Dept Phys, London SW7 2BW, England
关键词
urban air pollution; sensor network; grid; distributed data mining;
D O I
10.3390/s8063601
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
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.
引用
收藏
页码:3601 / 3623
页数:23
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