Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors

<p>East African countries face an increasing threat from poor air quality stemming from rapid urbanization, population growth, and a steep rise in fuel use and motorization rates. With few air quality monitoring systems available, this study provides much needed high temporal resolution da...

Full description

Bibliographic Details
Main Authors: F. D. Pope, M. Gatari, D. Ng'ang'a, A. Poynter, R. Blake
Format: Article
Language:English
Published: Copernicus Publications 2018-10-01
Series:Atmospheric Chemistry and Physics
Online Access:https://www.atmos-chem-phys.net/18/15403/2018/acp-18-15403-2018.pdf
id doaj-b3bc1e04fe1a45f1b87327603daec7df
record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author F. D. Pope
M. Gatari
D. Ng'ang'a
A. Poynter
R. Blake
spellingShingle F. D. Pope
M. Gatari
D. Ng'ang'a
A. Poynter
R. Blake
Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors
Atmospheric Chemistry and Physics
author_facet F. D. Pope
M. Gatari
D. Ng'ang'a
A. Poynter
R. Blake
author_sort F. D. Pope
title Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors
title_short Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors
title_full Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors
title_fullStr Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors
title_full_unstemmed Airborne particulate matter monitoring in Kenya using calibrated low-cost sensors
title_sort airborne particulate matter monitoring in kenya using calibrated low-cost sensors
publisher Copernicus Publications
series Atmospheric Chemistry and Physics
issn 1680-7316
1680-7324
publishDate 2018-10-01
description <p>East African countries face an increasing threat from poor air quality stemming from rapid urbanization, population growth, and a steep rise in fuel use and motorization rates. With few air quality monitoring systems available, this study provides much needed high temporal resolution data to investigate the concentrations of particulate matter (PM) air pollution in Kenya. Calibrated low-cost optical particle counters (OPCs) were deployed in Kenya in three locations: two in the capital Nairobi and one in a rural location in the outskirts of Nanyuki, which is upwind of Nairobi. The two Nairobi sites consist of an urban background site and a roadside site. The instruments were composed of an AlphaSense OPC-N2 ran with a Raspberry Pi low-cost microcomputer, packaged in a weather-proof box. Measurements were conducted over a 2-month period (February–March 2017) with an intensive study period when all measurements were active at all sites lasting 2 weeks. When collocated, the three OPC-N2 instruments demonstrated good inter-instrument precision with a coefficient of variance of 8.8±2.0&thinsp;% in the fine particle fraction (PM<sub>2.5</sub>). The low-cost sensors had an absolute PM mass concentration calibration using a collocated gravimetric measurement at the urban background site in Nairobi.</p><p>The mean daily PM<sub>1</sub> mass concentration measured at the urban roadside, urban background and rural background sites were 23.9, 16.1 and 8.8&thinsp;µg&thinsp;m<sup>−3</sup>, respectively. The mean daily PM<sub>2.5</sub> mass concentration measured at the urban roadside, urban background and rural background sites were 36.6, 24.8 and 13.0&thinsp;µg&thinsp;m<sup>−3</sup>, respectively. The mean daily PM<sub>10</sub> mass concentration measured at the urban roadside, urban background and rural background sites were 93.7, 53.0 and 19.5&thinsp;µg&thinsp;m<sup>−3</sup>, respectively. The urban measurements in Nairobi showed that PM concentrations regularly exceed WHO guidelines in both the PM<sub>10</sub> and PM<sub>2.5</sub> size ranges. Following a <q>Lenschow</q>-type approach we can estimate the urban and roadside increments that are applicable to Nairobi (Lenschow et al., 2001). The median urban increment is 33.1&thinsp;µg&thinsp;m<sup>−3</sup> and the median roadside increment is 43.3&thinsp;µg&thinsp;m<sup>−3</sup> for PM<sub>2.5</sub>. For PM<sub>1</sub>, the median urban increment is 4.7&thinsp;µg&thinsp;m<sup>−3</sup> and the median roadside increment is 12.6&thinsp;µg&thinsp;m<sup>−3</sup>. These increments highlight the importance of both the urban and roadside increments to urban air pollution in Nairobi.</p><p>A clear diurnal behaviour in PM mass concentration was observed at both urban sites, which peaks during the morning and evening Nairobi rush hours; this was consistent with the high roadside increment indicating that vehicular traffic is a dominant source of PM in the city, accounting for approximately 48.1&thinsp;%, 47.5&thinsp;% and 57.2&thinsp;% of the total PM loading in the PM<sub>10</sub>, PM<sub>2.5</sub> and PM<sub>1</sub> size ranges, respectively. Collocated meteorological measurements at the urban sites were collected, allowing for an understanding of the location of major sources of particulate matter at the two sites. The potential problems of using low-cost sensors for PM measurement without gravimetric calibration available at all sites are discussed.</p><p>This study shows that calibrated low-cost sensors can be successfully used to measure air pollution in cities like Nairobi. It demonstrates that low-cost sensors could be used to create an affordable and reliable network to monitor air quality in cities.</p>
url https://www.atmos-chem-phys.net/18/15403/2018/acp-18-15403-2018.pdf
work_keys_str_mv AT fdpope airborneparticulatemattermonitoringinkenyausingcalibratedlowcostsensors
AT mgatari airborneparticulatemattermonitoringinkenyausingcalibratedlowcostsensors
AT dnganga airborneparticulatemattermonitoringinkenyausingcalibratedlowcostsensors
AT apoynter airborneparticulatemattermonitoringinkenyausingcalibratedlowcostsensors
AT rblake airborneparticulatemattermonitoringinkenyausingcalibratedlowcostsensors
_version_ 1725437309370761216
spelling doaj-b3bc1e04fe1a45f1b87327603daec7df2020-11-25T00:02:40ZengCopernicus PublicationsAtmospheric Chemistry and Physics1680-73161680-73242018-10-0118154031541810.5194/acp-18-15403-2018Airborne particulate matter monitoring in Kenya using calibrated low-cost sensorsF. D. Pope0M. Gatari1D. Ng'ang'a2A. Poynter3R. Blake4School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UKInstitute of Nuclear Science and Technology, University of Nairobi, Nairobi, KenyaInstitute of Nuclear Science and Technology, University of Nairobi, Nairobi, KenyaSchool of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UKSchool of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UK<p>East African countries face an increasing threat from poor air quality stemming from rapid urbanization, population growth, and a steep rise in fuel use and motorization rates. With few air quality monitoring systems available, this study provides much needed high temporal resolution data to investigate the concentrations of particulate matter (PM) air pollution in Kenya. Calibrated low-cost optical particle counters (OPCs) were deployed in Kenya in three locations: two in the capital Nairobi and one in a rural location in the outskirts of Nanyuki, which is upwind of Nairobi. The two Nairobi sites consist of an urban background site and a roadside site. The instruments were composed of an AlphaSense OPC-N2 ran with a Raspberry Pi low-cost microcomputer, packaged in a weather-proof box. Measurements were conducted over a 2-month period (February–March 2017) with an intensive study period when all measurements were active at all sites lasting 2 weeks. When collocated, the three OPC-N2 instruments demonstrated good inter-instrument precision with a coefficient of variance of 8.8±2.0&thinsp;% in the fine particle fraction (PM<sub>2.5</sub>). The low-cost sensors had an absolute PM mass concentration calibration using a collocated gravimetric measurement at the urban background site in Nairobi.</p><p>The mean daily PM<sub>1</sub> mass concentration measured at the urban roadside, urban background and rural background sites were 23.9, 16.1 and 8.8&thinsp;µg&thinsp;m<sup>−3</sup>, respectively. The mean daily PM<sub>2.5</sub> mass concentration measured at the urban roadside, urban background and rural background sites were 36.6, 24.8 and 13.0&thinsp;µg&thinsp;m<sup>−3</sup>, respectively. The mean daily PM<sub>10</sub> mass concentration measured at the urban roadside, urban background and rural background sites were 93.7, 53.0 and 19.5&thinsp;µg&thinsp;m<sup>−3</sup>, respectively. The urban measurements in Nairobi showed that PM concentrations regularly exceed WHO guidelines in both the PM<sub>10</sub> and PM<sub>2.5</sub> size ranges. Following a <q>Lenschow</q>-type approach we can estimate the urban and roadside increments that are applicable to Nairobi (Lenschow et al., 2001). The median urban increment is 33.1&thinsp;µg&thinsp;m<sup>−3</sup> and the median roadside increment is 43.3&thinsp;µg&thinsp;m<sup>−3</sup> for PM<sub>2.5</sub>. For PM<sub>1</sub>, the median urban increment is 4.7&thinsp;µg&thinsp;m<sup>−3</sup> and the median roadside increment is 12.6&thinsp;µg&thinsp;m<sup>−3</sup>. These increments highlight the importance of both the urban and roadside increments to urban air pollution in Nairobi.</p><p>A clear diurnal behaviour in PM mass concentration was observed at both urban sites, which peaks during the morning and evening Nairobi rush hours; this was consistent with the high roadside increment indicating that vehicular traffic is a dominant source of PM in the city, accounting for approximately 48.1&thinsp;%, 47.5&thinsp;% and 57.2&thinsp;% of the total PM loading in the PM<sub>10</sub>, PM<sub>2.5</sub> and PM<sub>1</sub> size ranges, respectively. Collocated meteorological measurements at the urban sites were collected, allowing for an understanding of the location of major sources of particulate matter at the two sites. The potential problems of using low-cost sensors for PM measurement without gravimetric calibration available at all sites are discussed.</p><p>This study shows that calibrated low-cost sensors can be successfully used to measure air pollution in cities like Nairobi. It demonstrates that low-cost sensors could be used to create an affordable and reliable network to monitor air quality in cities.</p>https://www.atmos-chem-phys.net/18/15403/2018/acp-18-15403-2018.pdf