Advancements in machine learning for spatiotemporal urban on-road traffic-air quality study: a review

Z Du, H Li, S Chen, X Zhang, L Zhang, Y Liu - Atmospheric Environment, 2025 - Elsevier
Urban traffic that is heterogeneous significantly impacts on urban air quality in both temporal
and spatial scale, while traditional dispersion models struggle to assess it at high temporal …

Spatiotemporal prediction of particulate matter concentration based on traffic and meteorological data

J Yang, L Shi, J Lee, I Ryu - Transportation research part D: transport and …, 2024 - Elsevier
Air pollution threatens worldwide human health, ecosystems, and climate change.
Transportation is a major contributor to air pollution. However, the link between …

Integrated strategies for road transportation-related multi-pollutant control: A cross-departmental policy mix

C Yu, Z Qin, Y Lu, H Lin, C Yang, Q Yuan… - … Research Part D …, 2024 - Elsevier
Road transportation significantly contributes to air pollution. However, how different air
pollutant concentrations are subject to transportation-related factors and what policymakers …

Towards control strategies of particulate matter concentration in subway platforms: A case study in Bei**g

J Peng, Z Wei, X Li, S Wang, S Qiu - Atmospheric Pollution Research, 2023 - Elsevier
The particulate matter (PM) concentration in subway platforms greatly affects people's
health. Previous control strategies fail to consider comprehensive factors, or exhibit deficient …

Port Congestion and Urban Particulate Matter Concentration: A Machine Learning Based Study

M Su, J Li, Z Su, W Kim - Available at SSRN 4853508 - papers.ssrn.com
Port congestion has become a critical transportation issue that port cities urgently need to
address. More importantly, there has been limited research focusing on the impact of port …

Analysis and Visualization of Hyperlocal Emissions Data in New Delhi and Mumbai

M Anandan, A Mondal - 2023 - researchsquare.com
Deteriorating air quality has an adverse impact on human health and causes irreversible
damage to the environment. On this matter, while existing works focus on investigating …