Monitoring of PM2.5 Using Well-Calibrated Low-Cost Sensors over One Year in Burkina Faso

Bernard Nana, Garima Raheja, Issoufou Ouarma, Haro Kayaba, Woro Yomi Gounkaou, Tizane Daho, Antoine Béré, Abdelwahid Mellouki and Daniel M. Westervelt*, 
{"title":"Monitoring of PM2.5 Using Well-Calibrated Low-Cost Sensors over One Year in Burkina Faso","authors":"Bernard Nana,&nbsp;Garima Raheja,&nbsp;Issoufou Ouarma,&nbsp;Haro Kayaba,&nbsp;Woro Yomi Gounkaou,&nbsp;Tizane Daho,&nbsp;Antoine Béré,&nbsp;Abdelwahid Mellouki and Daniel M. Westervelt*,&nbsp;","doi":"10.1021/acsestair.4c00126","DOIUrl":null,"url":null,"abstract":"<p >Air pollution causes more than 8.34 million premature deaths worldwide. Most of these deaths occur in the Global South, particularly in Africa. However, the means of observing this air pollution in these countries are lacking. Knowledge of pollutant concentration levels and their distribution in time and space is inadequate or nonexistent in most African countries. This study focuses on the temporal and spatial distribution of PM<sub>2.5</sub> in Burkina Faso, a country of more than 22 million residents yet with very scarce air pollution literature. The study used Clarity low-cost sensors. The sensors were placed at 19 sites throughout the country, including 13 in Ouagadougou, the capital, and three in Bobo-Dioulasso and three in Koudougou, the second and third largest cities in Burkina Faso, respectively. The measurements were taken over a one year period (November 2021 to November 2022). The data was corrected using a Gaussian Mixture Regression trained on a 2-month colocation of a TEOM with a Clarity monitor in Ouagadougou. The corrected mean daily concentrations measured at all of the sites ranged from 17 to 68 μg/m<sup>3</sup>, with an overall daily average of 46.7 μg/m<sup>3</sup>. The city averages are 48.5 μg/m<sup>3</sup> for Ouagadougou, 46.9 μg/m<sup>3</sup> for Bobo-Dioulasso, and 38.7 μg/m<sup>3</sup> for Koudougou. These concentrations are significantly higher than the World Health Organization’s recommended safe daily guideline, 15 μg/m<sup>3</sup>. Measurement values are highest during the dry season, which is dominated by the Harmattan winds from the Sahara desert. At all sites, between 61% and 87% of the measured days exceeded the WHO daily guidelines for PM<sub>2.5</sub>. These measurements show the need to undertake an action plan to reduce air pollution in general in Burkina Faso in order to better protect the population health.</p>","PeriodicalId":100014,"journal":{"name":"ACS ES&T Air","volume":"2 1","pages":"40–48 40–48"},"PeriodicalIF":0.0000,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS ES&T Air","FirstCategoryId":"1085","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acsestair.4c00126","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Air pollution causes more than 8.34 million premature deaths worldwide. Most of these deaths occur in the Global South, particularly in Africa. However, the means of observing this air pollution in these countries are lacking. Knowledge of pollutant concentration levels and their distribution in time and space is inadequate or nonexistent in most African countries. This study focuses on the temporal and spatial distribution of PM2.5 in Burkina Faso, a country of more than 22 million residents yet with very scarce air pollution literature. The study used Clarity low-cost sensors. The sensors were placed at 19 sites throughout the country, including 13 in Ouagadougou, the capital, and three in Bobo-Dioulasso and three in Koudougou, the second and third largest cities in Burkina Faso, respectively. The measurements were taken over a one year period (November 2021 to November 2022). The data was corrected using a Gaussian Mixture Regression trained on a 2-month colocation of a TEOM with a Clarity monitor in Ouagadougou. The corrected mean daily concentrations measured at all of the sites ranged from 17 to 68 μg/m3, with an overall daily average of 46.7 μg/m3. The city averages are 48.5 μg/m3 for Ouagadougou, 46.9 μg/m3 for Bobo-Dioulasso, and 38.7 μg/m3 for Koudougou. These concentrations are significantly higher than the World Health Organization’s recommended safe daily guideline, 15 μg/m3. Measurement values are highest during the dry season, which is dominated by the Harmattan winds from the Sahara desert. At all sites, between 61% and 87% of the measured days exceeded the WHO daily guidelines for PM2.5. These measurements show the need to undertake an action plan to reduce air pollution in general in Burkina Faso in order to better protect the population health.

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
在布基纳法索使用校准良好的低成本传感器监测PM2.5一年
空气污染导致全球超过834万人过早死亡。这些死亡大多发生在全球南方,特别是在非洲。然而,这些国家缺乏观察空气污染的手段。在大多数非洲国家,关于污染物浓度水平及其在时间和空间上的分布的知识不足或根本不存在。这项研究的重点是PM2.5在布基纳法索的时空分布,这是一个拥有2200多万居民的国家,但空气污染文献却非常少。这项研究使用了Clarity低成本传感器。这些传感器被放置在全国19个地点,其中13个在首都瓦加杜古,3个在布基纳法索第二大和第三大城市博博-迪乌拉索,3个在库杜古。这些测量是在一年内(2021年11月至2022年11月)进行的。在瓦加杜古对一台带有Clarity监测仪的TEOM进行了为期2个月的托管训练,使用高斯混合回归对数据进行了校正。校正后的日平均浓度范围为17 ~ 68 μg/m3,总日平均浓度为46.7 μg/m3。瓦加杜古平均为48.5 μg/m3,博博-迪乌拉索为46.9 μg/m3, koudoudouou为38.7 μg/m3。这些浓度明显高于世界卫生组织推荐的每日安全标准15 μg/m3。测量值在干旱季节最高,这是由来自撒哈拉沙漠的哈玛坦风主导的。在所有监测点,61%至87%的测量天数超过了世卫组织的PM2.5每日指南。这些测量结果表明,有必要制定一项行动计划,从总体上减少布基纳法索的空气污染,以便更好地保护人口健康。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
The Impact of Hospitality on Air Quality at a Major Sporting Event. Enhancing Estimation of Fine Particulate Matter Chemical Composition across North America by Including Geophysical A Priori Information in Deep Learning with Uncertainty Quantification. Evaluation of Smoke Exposure Risk from January 2025 Los Angeles Wildfires Using Crowdsourced Data. Natural Ventilation Reduces Cooking-Related PM2.5 Peaks Indoors. Quantification of Volatile Organic Compounds (VOCs), Nitrogen Oxides (NO x ), and Ultrafine Particles (UFPs) Emitted by Domestic Air Fryers: A Chamber Study of Indoor Air Quality Impacts.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1