Abstract

Air pollution is a contributor to approximately one in every nine deaths annually. Air quality monitoring is being carried out extensively in urban environments. Currently, however, city air quality stations are expensive to maintain resulting in sparse coverage and data is not readily available to citizens. This can be resolved by city-wide participatory sensing of air quality fluctuations using low-cost sensors. We introduce new concepts for participatory sensing: a voluntary community-based monitoring data forum for stakeholders to manage air pollution interventions; an automated system (cyber-physical system) for monitoring outdoor air quality and indoor air quality; programmable platform for calibration and generating virtual sensors using data from low-cost sensors and city monitoring stations. To test our concepts, we developed a low-cost sensor to measure particulate matter (PM2.5), nitrogen dioxide (NO2), carbon monoxide (CO), and ozone (O3) with GPS. We validated our approach in Helsinki, Finland, with participants carrying the sensor for 3 months during six data campaigns between 2019 and 2021. We demonstrate good correspondence between the calibrated low-cost sensor data and city’s monitoring station measurements. Data analysis of their personal exposure was made available to the participants and stored as historical data for later use. Combining the location of low cost sensor data with participants public profile, we generate proxy concentrations for black carbon and lung deposition of particles between districts, by age groups and by the weekday.

Highlights

  • Outdoor and indoor air pollution is considered the biggest environmental risk to health, carrying responsibility for about one in every nine deaths annually (Landrigan et al, 2018)

  • Studded winter tires wear the asphalt, creating dust, which rises into the air as the roads dry. and in Pakila, a district affected by main roads but the main air quality issue is small-scale wood burning at homes contributing significantly to the emissions of PM2.5 and black carbon

  • We developed black carbon (BC) and lung deposited surface area (LDSA) virtual sensors to infer proxy estimations of their concentrations based on measured parameters

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Summary

Introduction

Outdoor and indoor air pollution is considered the biggest environmental risk to health, carrying responsibility for about one in every nine deaths annually (Landrigan et al, 2018). Many cities commit to a fixed network of stations that monitor outdoor air quality in real-time. Small sensor units that can be carried or worn all day long by people, enabling robust 24/7 personal exposure measurements (including indoor air). These sensor units are relatively low cost (€300 to €400 each), which allows large numbers of units to be purchased and enables simultaneous monitoring of a large number of places (Mahajan and Kumar, 2020). Accepting the data quality issues, portable low cost sensor units have many benefits over fixed instruments such as be able to measure several air pollutants closer to the emission source and nearer to the individual’s inhaled air

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