A machine learning model to estimate ambient PM2.5 concentrations in industrialized highveld region of South Africa

Loading...
Thumbnail Image

Authors

Zhang, Danlu
Du, Linlin
Wang, Wenhao
Zhu, Qingyang
Bi, Jianzhao
Scovronick, Noah
Naidoo, Mogesh
Garland, Rebecca M.
Liu, Yang

Journal Title

Journal ISSN

Volume Title

Publisher

Elsevier

Abstract

Please read abstract in the article.

Description

Keywords

Fine particulate matter, PM2.5, Multi-angle implementation of atmospheric correction (MAIAC), Aerosol optical depth (AOD), Random forest (RF), Air quality standard, South Africa (SA)

Sustainable Development Goals

Citation

Zhang, D., Du, L., Wang, W. et al. 2021, 'A machine learning model to estimate ambient PM2.5 concentrations in industrialized highveld region of South Africa', Remote Sensing of Environment, vol. 266, art. 112713, pp. 1-10, doi : 10.1016/j.rse.2021.112713.