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

dc.contributor.authorZhang, Danlu
dc.contributor.authorDu, Linlin
dc.contributor.authorWang, Wenhao
dc.contributor.authorZhu, Qingyang
dc.contributor.authorBi, Jianzhao
dc.contributor.authorScovronick, Noah
dc.contributor.authorNaidoo, Mogesh
dc.contributor.authorGarland, Rebecca M.
dc.contributor.authorLiu, Yang
dc.date.accessioned2022-10-28T06:41:38Z
dc.date.issued2021-12
dc.description.abstractPlease read abstract in the article.en_US
dc.description.departmentGeography, Geoinformatics and Meteorologyen_US
dc.description.embargo2023-09-23
dc.description.librarianhj2022en_US
dc.description.urihttps://www.elsevier.com/locate/rseen_US
dc.identifier.citationZhang, 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.en_US
dc.identifier.issn0034-4257 (print)
dc.identifier.issn1879-0704 (online)
dc.identifier.other10.1016/j.rse.2021.112713
dc.identifier.urihttps://repository.up.ac.za/handle/2263/88017
dc.language.isoenen_US
dc.publisherElsevieren_US
dc.rights© 2021 Elsevier Ltd. All rights reserved. Notice : this is the author’s version of a work that was accepted for publication in Remote Sensing of Environment. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. A definitive version was subsequently published in Remote Sensing of Environment, vol. 266, art. 112713, pp. 1-10, 2021. doi : 10.1016/j.rse.2021.112713.en_US
dc.subjectFine particulate matteren_US
dc.subjectPM2.5en_US
dc.subjectMulti-angle implementation of atmospheric correction (MAIAC)en_US
dc.subjectAerosol optical depth (AOD)en_US
dc.subjectRandom forest (RF)en_US
dc.subjectAir quality standarden_US
dc.subjectSouth Africa (SA)en_US
dc.titleA machine learning model to estimate ambient PM2.5 concentrations in industrialized highveld region of South Africaen_US
dc.typePostprint Articleen_US

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