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Open AccessJournal ArticleDOI

Transit Pollution Exposure Monitoring using Low-Cost Wearable Sensors

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TLDR
In this paper, the feasibility of using wearable low-cost pollution sensors for capturing the total exposure of commuters is analyzed by using extensive experiments carried out in the Helsinki metropolitan region, and they demonstrate that wearable sensors can capture subtle variations caused by differing routes, passenger density, location within a carriage, and other factors.
Abstract
Transit activities are a significant contributor to a person’s daily exposure to pollutants. Currently obtaining accurate information about the personal exposure of a commuter is challenging as existing solutions either have a coarse monitoring resolution that omits subtle variations in pollutant concentrations or are laborious and costly to use. We contribute by systematically analysing the feasibility of using wearable low-cost pollution sensors for capturing the total exposure of commuters. Through extensive experiments carried out in the Helsinki metropolitan region, we demonstrate that low-cost sensors can capture the overall exposure with sufficient accuracy, while at the same time providing insights into variations within transport modalities. We also demonstrate that wearable sensors can capture subtle variations caused by differing routes, passenger density, location within a carriage, and other factors. For example, we demonstrate that location within the vehicle carriage can result in up to 25 % increase in daily pollution exposure – a significant difference that existing solutions are unable to capture. Finally, we highlight the practical benefits of low-cost sensors as a pollution monitoring solution by introducing applications that are enabled by low-cost wearable sensors.

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Citations
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Journal ArticleDOI

Air pollution exposure monitoring using portable low-cost air quality sensors

- 01 Mar 2022 - 
TL;DR: Wang et al. as discussed by the authors presented a low-cost portable sensor and carried out a measurement campaign using the sensors to demonstrate the validity and benefits of citizen-based pollution measurements, which successfully classified the data into indoor and outdoor, and validated the consistency and accuracy of the outdoor-classified data to the measurements of a high-end reference monitoring station.

The AirSpeck Family of Static and Mobile Wireless Air Quality Monitors

TL;DR: The paper demonstrates the viability of using inexpensive static and mobile AirSpeck monitors for mapping trends in particulate concentrations in urban spaces and Networks of air-quality monitors using inexpensive sensors offer a cost-effective approach for recording trends in air quality at a higher spatial resolution.
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A survey of COVID-19 in public transportation: Transmission risk, mitigation and prevention

TL;DR: A comprehensive survey of the current research on COVID-19 transmission mechanisms and how they relate to public transport is presented in this paper , where social distancing and control on passenger density are found to be the most effective mechanisms.
Journal ArticleDOI

Intelligent Air Pollution Sensors Calibration for Extreme Events and Drifts Monitoring

TL;DR: In this article , an intelligent sensors calibration method that facilitates correcting air quality low-cost sensors (LCSs) measurements accurately and detecting the calibrators' drift is proposed, which uses Bayesian framework to establish white-box and black-box calibrators.
References
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Proceedings ArticleDOI

Mosaic: A low-cost mobile sensing system for urban air quality monitoring

TL;DR: The design, implementation, and evaluation of Mosaic, a low cost urban PM2.5 monitoring system based on mobile sensing, are presented.
Journal ArticleDOI

Relative exposure to fine particulate matter and VOCs between transport microenvironments in Dublin : Personal exposure and uptake

TL;DR: In this article, the authors compared the relative exposure to and uptake of air pollutants between modes of commuter transport, measurements of personal exposure to PM2.5 and traffic-related VOCs were obtained over an 18-month period.
Journal ArticleDOI

Detection of Activities of Public Transport Users by Analyzing Smart Card Data

TL;DR: The method is applied to cases in Santiago, Chile, and Gatineau, Quebec, Canada, to identify activity purpose and time frame to characterize user behavior and to discover differences in behavioral activity patterns due to sociological, cultural, and geopolitical differences.
Journal ArticleDOI

PM1.0 and PM2.5 Characteristics in the Roadside Environment of Hong Kong

TL;DR: The average concentrations for PM 1.0 and PM 2.5 were 35.9 ± 12.4 and 52.3 ± 18.3 µg cm − 3, respectively as discussed by the authors.
Journal ArticleDOI

Real-time air pollution monitoring with sensors on city bus

TL;DR: The deployment of wireless sensors on Uppsala buses and the integration of the mobile sensor network with the GreenIoT testbed are described, which allows for more fine-grained and real-time air pollution levels at different locations.
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