Air Pollution Monitoring and Mining Based on Sensor Grid in London
نویسندگان
چکیده
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.
منابع مشابه
Grid - based Data Analysis of Air Pollution Data
In this paper, we discuss the main informatics challenges that arise when a high throughput sensor network is constructed with view to addressing real environmental challenges, such as real-time urban air pollution monitoring and mapping. We present a distributed infrastructure based on grid technology and data integration and mining tools, and describe our experience in developing such compone...
متن کاملSensor Grids For Air Pollution Monitoring
In this paper we describe the use of sensor grids within Discovery Net to construct a distributed system for urban air pollution monitoring and control. We present the background to urban air pollution monitoring and describe the high throughput sensors developed within this project to address the problem. We differentiate between the concepts of sensor networks and sensor grids and discuss the...
متن کاملTarget Tracking Based on Virtual Grid in Wireless Sensor Networks
One of the most important and typical application of wireless sensor networks (WSNs) is target tracking. Although target tracking, can provide benefits for large-scale WSNs and organize them into clusters but tracking a moving target in cluster-based WSNs suffers a boundary problem. The main goal of this paper was to introduce an efficient and novel mobility management protocol namely Target Tr...
متن کاملData Mining In the Prediction of Impacts of Ambient Air Quality Data Analysis in Urban and Industrial Area
Air pollution caused due to the introduction of particulate matters, biological molecules and other harmful materials into the Earth's atmosphere. Pollution brings vital diseases, death to humans, damages other living organisms such as vegetations, animals, natural environment and built environment. Data mining concerned with finding hidden patterns inside largely available data, so that the in...
متن کاملBiochemical changes of Conocarpus erectus (combretaceae) in response to gas refinery air pollution as an air pollution indicator
Environmental pollution consists of different types of pollutants in air, soil, and water. Due to the fact that plants can respond to environmental pollution, they can be used as bio-indicators for environmental monitoring. Air pollution in areas with oil and gas refineries nearby is an important problem. This study aims to survey the effects of gas refinery air pollutants on Conocarpus erectus...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره 8 شماره
صفحات -
تاریخ انتشار 2008