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Open AccessJournal ArticleDOI

Transit Pollution Exposure Monitoring using Low-Cost Wearable Sensors

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.
Journal ArticleDOI

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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Journal ArticleDOI

Exposure to noise and air pollution by mode of transportation during rush hours in Montreal

TL;DR: In this article, the authors measured individuals' levels of exposure to air pollution (nitrogen dioxide - NO2) and road traffic noise according to their use of different modes of transportation.
Journal ArticleDOI

A Crowdsource-Based Sensing System for Monitoring Fine-Grained Air Quality in Urban Environments

TL;DR: An intelligent algorithm is developed to detect vehicular air exchange state, then extracts the concentration of pollutant in the condition that the concentration trend is convergent after opening the windows, and the sensed convergent value is denoted as the equivalent air quality level of the surrounding environment.
Posted Content

Low-Cost Outdoor Air Quality Monitoring and Sensor Calibration: A Survey and Critical Analysis

TL;DR: The rapidly growing research landscape of low-cost sensor technologies for air quality monitoring and their calibration using machine learning techniques is surveyed and open research challenges are identified and present directions for future research.
Journal ArticleDOI

Driver and passenger exposure to aerosol particles in buses and trams in Helsinki, Finland.

TL;DR: The newer technology in the newer model of the tram and bus seemed to decrease driver exposure to aerosol particles, and particle concentrations were smaller in the driver's compartment than in the cabin.
Journal ArticleDOI

Impacts of freeway traffic conditions on in-vehicle exposure to ultrafine particulate matter

TL;DR: In this article, the authors combine detailed freeway traffic data (at 20-s intervals) and in-vehicle ultrafine particulate (UFP) exposure data under varying vehicle ventilation conditions.
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