Literature DB >> 32069821

MoreAir: A Low-Cost Urban Air Pollution Monitoring System.

Ihsane Gryech1,2, Yassine Ben-Aboud1,2, Bassma Guermah1, Nada Sbihi1, Mounir Ghogho1, Abdellatif Kobbane2.   

Abstract

MoreAir is a low-cost and agile urban air pollution monitoring system. This paper describes the methodology used in the development of this system along with some preliminary data analysis results. A key feature of MoreAir is its innovative sensor deployment strategy which is based on mobile and nomadic sensors as well as on medical data collected at a children's hospital, used to identify urban areas of high prevalence of respiratory diseases. Another key feature is the use of machine learning to perform prediction. In this paper, Moroccan cities are taken as case studies. Using the agile deployment strategy of MoreAir, it is shown that in many Moroccan neighborhoods, road traffic has a smaller impact on the concentrations of particulate matters (PM) than other sources, such as public baths, public ovens, open-air street food vendors and thrift shops. A geographical information system has been developed to provide real-time information to the citizens about the air quality in different neighborhoods and thus raise awareness about urban pollution.

Entities:  

Keywords:  IoT; Machine Learning; SVR; geographical information systems; mobile sensing; particulate matters; pollution monitoring; random forest; urban air pollution

Year:  2020        PMID: 32069821     DOI: 10.3390/s20040998

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  3 in total

1.  Socioeconomic Disparities of Low-Cost Air Quality Sensors in California, 2017-2020.

Authors:  Yi Sun; Amirhosein Mousavi; Shahir Masri; Jun Wu
Journal:  Am J Public Health       Date:  2022-03       Impact factor: 9.308

2.  Development and Performance Evaluation of a Low-Cost Portable PM2.5 Monitor for Mobile Deployment.

Authors:  Mingjian Chen; Weichang Yuan; Chang Cao; Colby Buehler; Drew R Gentner; Xuhui Lee
Journal:  Sensors (Basel)       Date:  2022-04-04       Impact factor: 3.576

3.  An Exploration of Features Impacting Respiratory Diseases in Urban Areas.

Authors:  Ihsane Gryech; Mounir Ghogho; Chafiq Mahraoui; Abdellatif Kobbane
Journal:  Int J Environ Res Public Health       Date:  2022-03-06       Impact factor: 3.390

  3 in total

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