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The use of electrochemical sensors for monitoring urban air quality in low-cost, high-density networks

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TLDR
It is shown that miniature, low-cost electrochemical gas sensors can, when suitably configured and operated, be used for parts-per-billion level studies for gases relevant to urban air quality, and that measurement networks with higher resolution are required to quantify air quality at the scales which are present in the urban environment.
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This article is published in Atmospheric Environment.The article was published on 2013-05-01 and is currently open access. It has received 619 citations till now. The article focuses on the topics: Wireless sensor network & Air quality index.

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Can commercial low-cost sensor platforms contribute to air quality monitoring and exposure estimates?

TL;DR: An exhaustive evaluation of 24 identical units of a commercial low-cost sensor platform against CEN (European Standardization Organization) reference analyzers, evaluating their measurement capability over time and a range of environmental conditions shows that their performance varies spatially and temporally.
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Community Air Sensor Network (CAIRSENSE) project: Evaluation of low-cost sensor performance in a suburban environment in the southeastern United States

TL;DR: The performance of emerging air quality sensor technologies in a real-world setting is demonstrated; the variable agreement between sensors and reference monitors indicates that in situ testing of sensors against benchmark monitors should be a critical aspect of all field studies.
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R: A language and environment for statistical computing.

R Core Team
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TL;DR: Copyright (©) 1999–2012 R Foundation for Statistical Computing; permission is granted to make and distribute verbatim copies of this manual provided the copyright notice and permission notice are preserved on all copies.
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Electrochemical Methods: Fundamentals and Applications

TL;DR: In this paper, the authors present a comprehensive overview of electrode processes and their application in the field of chemical simulation, including potential sweep and potential sweep methods, coupled homogeneous chemical reactions, double-layer structure and adsorption.
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Air quality guidelines for Europe

TL;DR: One of the books you can enjoy now is air quality guidelines for europe who regional publications here.
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openair - An R package for air quality data analysis

TL;DR: It is demonstrated how air pollution data can be analysed quickly and efficiently and in an interactive way, freeing time to consider the problem at hand.
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Childhood incident asthma and traffic-related air pollution at home and school

TL;DR: Asthma risk increased with modeled traffic-related pollution exposure from roadways near homes and near schools and in models with both NO2 and modeled traffic exposures, whereas the estimate for NO2 was attenuated.
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Q1. What are the future works in this paper?

The sensors are generally highly selective, although there emerged from this work some cross-sensitivities e. g. between O3 and NO2 sensors ; in future work, these will be catered for through the use of multiple sensors. Selected results also show that the sensors can be operated without significant gain attenuation over long periods ( up to 12 months thus far ), with the expectation of operable lifetimes of several years without replacement. Overall, this work has demonstrated the potential of low-cost sensor network systems for air composition measurements in the urban environment, and to be capable of doing so at an appropriate granularity ( and cost ) to quantify airborne pollution levels on local scales. 

In this paper the authors show that miniature, low-cost electrochemical gas sensors, traditionally used for sensing at parts-per-million ( ppm ) mixing ratios can, when suitably configured and operated, be used for parts-per-billion ( ppb ) level studies for gases relevant to urban air quality. Sensor nodes, in this case consisting of multiple individual electrochemical sensors, can be low-cost and highly portable, thus allowing the deployment of scalable high-density air quality sensor networks at fine spatial and temporal scales, and in both static and mobile configurations. In this paper the authors provide evidence for the performance of electrochemical sensors at the parts-per-billion level, and then outline results obtained from deployments of networks of sensor nodes in both an autonomous, high-density, static network in the wider Cambridge ( UK ) area, and as mobile networks for quantification of personal exposure. The widely varying mixing ratios reported by this study confirm that the urban environment can not be fully characterised using sparse, static networks, and that measurement networks with higher resolution ( both spatially and temporally ) are required to quantify air quality at the scales which are present in the urban environment. The authors conclude that the instruments described here, and the low-cost/high-density measurement philosophy which underpins it, have the potential to provide a far more complete assessment of the high-granularity air quality structure generally observed in the urban environment, and could ultimately be used for quantification of human exposure as well as for monitoring and legislative purposes.