AIR-POLLUTION;
CHEMICAL APPORTIONMENT;
LABORATORY EVALUATION;
ACTIVATION DIAMETERS;
ULTRAFINE PARTICLES;
HYGROSCOPICITY DATA;
WATER ACTIVITY;
EXPOSURE;
SENSORS;
AEROSOLS;
D O I:
10.1080/02786826.2019.1619915
中图分类号:
TQ [化学工业];
学科分类号:
0817 ;
摘要:
We present the results of a multi-season field evaluation of a low-cost optical particle counting sensor (Purple Air PA-II) that reports mass concentration of particulate matter with diameter less than 2.5 microns (PM2.5), and is part of a relatively large and growing network of microelectronic internet-of-things sensors. We assessed 16 months of PA-II PM2.5 data collected in a near-road urban setting in the humid climate of Charlotte, North Carolina. The PA-II was collocated with a Federal Equivalent Method Beta Attenuation Monitor (BAM model 1022), and with a weather station that monitored ambient relative humidity (RH) and temperature (T). We tested and used a multiple linear regression model with BAM PM2.5, RH, and T as predictors to model the reported PA-II PM2.5. The results show a 27-57% improvement in the accuracy of the PA-II PM2.5 data relative to the reference data from the BAM, with the highest percentage improvements for moderate to high RH. The methodologies in our study are broadly applicable to other field studies of low-cost monitors, and the results are a critical improvement that suggest that PA-II may indeed be suitable for air quality, health, and urban aerosol research. Copyright (c) 2019 American Association for Aerosol Research
机构:
Univ Witwatersrand, Sydney Brenner Inst Mol Biosci, Private Bag 3,9 Jubilee Rd, ZA-2050 Johannesburg, South AfricaUniv Leicester, Sch Phys & Astron, Leicester LE1 7RH, Leics, England
Kwatala, Ngwako
Laban, Tracey
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机构:
South African Med Res Council, Climate Change & Hlth Res Programme, Environm & Hlth Res Unit, Private Bag x385,1 Soutpansberg Rd, ZA-0001 Pretoria, South AfricaUniv Leicester, Sch Phys & Astron, Leicester LE1 7RH, Leics, England
机构:
Univ Witwatersrand, SAMRC Wits Dev Pathways Hlth Res Unit, Sch Clin Med, Fac Hlth Sci,Dept Paediat, Private Bag X3, ZA-2050 Johannesburg, South AfricaUniv Leicester, Sch Phys & Astron, Leicester LE1 7RH, Leics, England
机构:
South African Med Res Council, Climate Change & Hlth Res Programme, Environm & Hlth Res Unit, Private Bag x385,1 Soutpansberg Rd, ZA-0001 Pretoria, South Africa
Univ Pretoria, Dept Geog Geoinformat & Meteorol, ZA-0001 Pretoria, South AfricaUniv Leicester, Sch Phys & Astron, Leicester LE1 7RH, Leics, England
机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
US Mil Acad, Dept Geog & Environm Engn, West Point, NY 10996 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
Dacunto, Philip J.
Klepeis, Neil E.
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Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
San Diego State Univ Res Fdn, Grad Sch Publ Hlth, Ctr Behav Epidemiol & Community Hlth CBEACH, San Diego, CA 92123 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
Klepeis, Neil E.
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机构:
Cheng, Kai-Chung
Acevedo-Bolton, Viviana
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机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
Acevedo-Bolton, Viviana
Jiang, Ruo-Ting
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机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
Jiang, Ruo-Ting
Repace, James L.
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机构:
Repace Associates, Bowie, MD 20720 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
Repace, James L.
Ott, Wayne R.
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机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
Ott, Wayne R.
Hildemann, Lynn M.
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机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USAStanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USA
机构:
Colorado State Univ, Dept Mech Engn, 1374 Campus Delivery, Ft Collins, CO 80523 USAColorado State Univ, Dept Mech Engn, 1374 Campus Delivery, Ft Collins, CO 80523 USA