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DOI10.1016/j.envint.2018.04.018
Applications of low-cost sensing technologies for air quality monitoring and exposure assessment: How far have they gone?
Morawska, Lidia1,2; Thai, Phong K.1,2; Liu, Xiaoting1,2; Asumadu-Sakyi, Akwasi1,2; Ayoko, Godwin1,2; Bartonova, Alena3; Bedini, Andrea4; Chai, Fahe5; Christensen, Bryce1,2; Dunbabin, Matthew6; Gao, Jian5; Hagler, Gayle S. W.7; Jayaratne, Rohan1,2; Kumar, Prashant8; Lau, Alexis K. H.9; Louie, Peter K. K.10; Mazaheri, Mandana1,2,11; Ning, Zhi12; Motta, Nunzio2; Mullins, Ben13; Rahman, Md Mahmudur1,2; Ristovski, Zoran1,2; Shafiei, Mahnaz2,6,14; Tjondronegoro, Dian15; Westerdahl, Dane12; Williams, Ron7
发表日期2018-07-01
ISSN0160-4120
卷号116页码:286-299
英文摘要

Over the past decade, a range of sensor technologies became available on the market, enabling a revolutionary shift in air pollution monitoring and assessment. With their cost of up to three orders of magnitude lower than standard/reference instruments, many avenues for applications have opened up. In particular, broader participation in air quality discussion and utilisation of information on air pollution by communities has become possible. However, many questions have been also asked about the actual benefits of these technologies. To address this issue, we conducted a comprehensive literature search including both the scientific and grey literature. We focused upon two questions: (1) Are these technologies fit for the various purposes envisaged? and (2) How far have these technologies and their applications progressed to provide answers and solutions? Regarding the former, we concluded that there is no clear answer to the question, due to a lack of: sensor/monitor manufacturers' quantitative specifications of performance, consensus regarding recommended end-use and associated minimal performance targets of these technologies, and the ability of the prospective users to formulate the requirements for their applications, or conditions of the intended use. Numerous studies have assessed and reported sensor/monitor performance under a range of specific conditions, and in many cases the performance was concluded to be satisfactory. The specific use cases for sensors/monitors included outdoor in a stationary mode, outdoor in a mobile mode, indoor environments and personal monitoring. Under certain conditions of application, project goals, and monitoring environments, some sensors/monitors were fit for a specific purpose. Based on analysis of 17 large projects, which reached applied outcome stage, and typically conducted by consortia of organizations, we observed that a sizable fraction of them (similar to 30%) were commercial and/or crowd-funded. This fact by itself signals a paradigm change in air quality monitoring, which previously had been primarily implemented by government organizations. An additional paradigm-shift indicator is the growing use of machine learning or other advanced data processing approaches to improve sensor/monitor agreement with reference monitors. There is still some way to go in enhancing application of the technologies for source apportionment, which is of particular necessity and urgency in developing countries. Also, there has been somewhat less progress in wide-scale monitoring of personal exposures. However, it can be argued that with a significant future expansion of monitoring networks, including indoor environments, there may be less need for wearable or portable sensors/monitors to assess personal exposure. Traditional personal monitoring would still be valuable where spatial variability of pollutants of interest is at a finer resolution than the monitoring network can resolve.


英文关键词Low cost sensor/monitor;Air pollution sensing;Sensor data utilisation;Air sensor/monitor performance;Personal exposure monitoring
语种英语
WOS记录号WOS:000432745000032
来源期刊ENVIRONMENT INTERNATIONAL
来源机构美国环保署
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/61826
作者单位1.Queensland Univ Technol, Int Lab Air Qual & Hlth, Brisbane, Qld, Australia;
2.Queensland Univ Technol, Fac Sci & Engn, Brisbane, Qld, Australia;
3.Norwegian Inst Air Res, POB 100, N-2027 Kjeller, Norway;
4.KZN Grp, 12 St Georges Terrace, Perth, WA 6000, Australia;
5.Chinese Res Inst Environm Sci, Beijing 100012, Peoples R China;
6.Queensland Univ Technol, Inst Future Environm, Brisbane, Qld, Australia;
7.US EPA, Off Res & Dev, Res Triangle Pk, NC 27711 USA;
8.Univ Surrey, Fac Engn & Phys Sci, Dept Civil & Environm Engn, Global Ctr Clean Air Res GCARE, Guildford GU2 7XH, Surrey, England;
9.Hong Kong Univ Sci & Technol, Hong Kong, Hong Kong, Peoples R China;
10.Govt Hong Kong Special Adm Reg, Environm Protect Dept, Hong Kong, Hong Kong, Peoples R China;
11.NSW Off Environm & Heritage, Climate & Atmospher Sci Branch, Sydney, NSW, Australia;
12.City Univ Hong Kong, Sch Energy & Environm, Hong Kong, Hong Kong, Peoples R China;
13.Curtin Univ, Sch Publ Hlth, Curtin Inst Computat Occupat & Environm, Perth, WA, Australia;
14.Swinburne Univ Technol, Fac Sci Engn & Technol, Hawthorn, Vic 3122, Australia;
15.Southern Cross Univ, Sch Business & Tourism, Bilinga, Qld, Australia
推荐引用方式
GB/T 7714
Morawska, Lidia,Thai, Phong K.,Liu, Xiaoting,et al. Applications of low-cost sensing technologies for air quality monitoring and exposure assessment: How far have they gone?[J]. 美国环保署,2018,116:286-299.
APA Morawska, Lidia.,Thai, Phong K..,Liu, Xiaoting.,Asumadu-Sakyi, Akwasi.,Ayoko, Godwin.,...&Williams, Ron.(2018).Applications of low-cost sensing technologies for air quality monitoring and exposure assessment: How far have they gone?.ENVIRONMENT INTERNATIONAL,116,286-299.
MLA Morawska, Lidia,et al."Applications of low-cost sensing technologies for air quality monitoring and exposure assessment: How far have they gone?".ENVIRONMENT INTERNATIONAL 116(2018):286-299.
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