Potential of machine learning for prediction of traffic related air pollution

A Wang, J Xu, R Tu, M Saleh, M Hatzopoulou - … Research Part D: Transport …, 2020 - Elsevier
Land use regression (LUR) has been extensively used to capture the spatial distribution of
air pollution. However, regional background and non-linear relationships can be …

[HTML][HTML] Review of black carbon emission factors from different anthropogenic sources

T Rönkkö, S Saarikoski, N Kuittinen… - Environmental …, 2023 - iopscience.iop.org
Particulate black carbon (BC) affects global warming by absorbing the solar radiation, by
affecting cloud formation, and by decreasing ground albedo when deposited to snow or ice …

Determination of black carbon, PM2. 5, particle number and NOx emission factors from roadside measurements and their implications for emission inventory …

P Krecl, AC Targino, TP Landi, M Ketzel - Atmospheric Environment, 2018 - Elsevier
The road transportation sector contributes largely to air pollution in urban areas, why the
knowledge of accurate vehicle emission factors (EF) is crucial to prepare reliable emission …

Effects of roadside green infrastructure on particle exposure: A focus on cyclists and pedestrians on pathways between urban roads and vegetative barriers

YP Jia, KF Lu, T Zheng, XB Li, X Liu, ZR Peng… - Atmospheric Pollution …, 2021 - Elsevier
Roadside green infrastructure (GI) has attracted worldwide attention for its potentials to
alleviate local air pollution. However, previous studies have not clearly characterized the …

Impact of real-world traffic and super-emitters on vehicular emissions under inter-city driving conditions in Maharashtra, India

S Debbarma, N Raparthi, C Venkataraman… - Atmospheric Pollution …, 2024 - Elsevier
Motor vehicles emit particles and other gaseous pollutants that adversely affect human
health and the climate. This study investigates the impact of traffic characteristics on …

Determination of heavy-duty vehicle emission factors from highway tunnel measurements in India: Laboratory vs. real-world study

N Raparthi, S Debbarma, HC Phuleria - Atmospheric Pollution Research, 2022 - Elsevier
This study develops the real-world heavy-duty vehicle (HDV) emission factors (EFs) for
regulated and unregulated pollutants from highway tunnel measurements─ a first in India …

Characterizing spatiotemporal distributions of black carbon and PM2. 5 at a toll station: Observations on manual and electronic toll collection lanes

Z Luo, Z Wang, H Wang, Z Peng - Building and Environment, 2021 - Elsevier
Toll stations are traffic-related pollution hotspots, but the contribution of various factors to
pollutant distributions has not been clearly recognized. This study conducted a field …

[HTML][HTML] Emissions reduction of greenhouse gases, ozone precursors, aerosols and acidifying gases from road transportation during the COVID-19 lockdown in …

Y Camargo-Caicedo, LC Mantilla-Romo… - Applied Sciences, 2021 - mdpi.com
The aim of this work was to analyze the changes in the emissions from the transport sector
during the COVID-19 lockdown in Colombia. We compared estimated emissions from road …

[HTML][HTML] The impact of route choice on active commuters' exposure to air pollution: a systematic review

M Rafiepourgatabi, A Woodward… - … in Sustainable Cities, 2021 - frontiersin.org
As air pollution varies significantly in both space and time, commuter exposure may differ
considerably depending on the route taken between home to work. This is especially the …

Development of a land use regression model for black carbon using mobile monitoring data and its application to pollution-avoiding routing

A Van den Hove, J Verwaeren… - Environmental …, 2020 - Elsevier
Black carbon is often used as an indicator for combustion-related air pollution. In urban
environments, on-road black carbon concentrations have a large spatial variability …