Performance of machine learning for ozone modeling in Southern California during the COVID-19 shutdown-Reference-Cited by-同舟云学术

Performance of machine learning for ozone modeling in Southern California during the COVID-19 shutdown

Published:2024 Issue:4 Volume:4 Page:488-500
ISSN:2634-3606
Container-title:Environmental Science: Atmospheres
language:en
Short-container-title:Environ. Sci.: Atmos.

Author:

Do Khanh¹²^ORCID,Yeganeh Arash Kashfi¹²,Gao Ziqi³,Ivey Cesunica E.²⁴^ORCID

Affiliation:

1. Department of Chemical and Environmental Engineering, University of California Riverside, Riverside, CA, USA

2. Center for Environmental Research and Technology, Riverside, CA, USA

3. Department of Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, GA, USA

4. Now at Department of Civil and Environmental Engineering, University of California, Berkeley, Berkeley, CA, USA

Abstract

We combine machine learning (ML) and geospatial interpolations to create two-dimensional high-resolution ozone concentration fields over the South Coast Air Basin for the entire year of 2020.

Funder

South Coast Air Quality Management District

Publisher

Royal Society of Chemistry (RSC)

Link

http://pubs.rsc.org/en/content/articlepdf/2024/EA/D3EA00159H

Reference38 articles.

1. Caltrans , Caltrans PeMS [Internet], 2023 , available from: https://dot.ca.gov/programs/traffic-operations/census/mvmt

2. Modeling the impact of COVID-19 on air quality in southern California: implications for future control policies

3. C.Ivey , Z.Gao , K.Do , A.Kashfi Yeganeh , A.Russell , C. L.Blanchard , et al., Impacts of the 2020 COVID-19 Shutdown Measures on Ozone Production in the Los Angeles Basin , Chemistry , 2020 , available from: https://chemrxiv.org/articles/preprint/Impacts_of_the_2020_COVID-19_Shutdown_Measures_on_Ozone_Production_in_the_Los_Angeles_Basin/12805367/1

4. Influence of meteorological conditions on summer ozone levels in the central Kanto area of Japan

5. Moderating the Influence of Meteorological Conditions on Ambient Ozone Concentrations