High resolution mapping of nitrogen dioxide and particulate matter in Great Britain (2003-2021) with multi-stage data reconstruction and ensemble machine learning methods.

Air pollution Machine learning Nitrogen dioxide Particulate matter ensemble GIS

Journal

Atmospheric pollution research
ISSN: 1309-1042
Titre abrégé: Atmos Pollut Res
Pays: Turkey
ID NLM: 101554506

Informations de publication

Date de publication:
Nov 2024
Historique:
pmc-release: 01 11 2024
medline: 23 8 2024
pubmed: 23 8 2024
entrez: 23 8 2024
Statut: ppublish

Résumé

In this contribution, we applied a multi-stage machine learning (ML) framework to map daily values of nitrogen dioxide (NO

Identifiants

pubmed: 39175565
doi: 10.1016/j.apr.2024.102284
pmc: PMC7616380
doi:

Types de publication

Journal Article

Langues

eng

Pagination

102284

Déclaration de conflit d'intérêts

Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Arturo de la Cruz Libardi (AC)

Environment & Health Modelling (EHM) Lab, Department of Public Health Environments and Society, London School of Hygiene & Tropical Medicine, 15-17 Tavistock Place, WC1H 9SH, London, United Kingdom.

Pierre Masselot (P)

Environment & Health Modelling (EHM) Lab, Department of Public Health Environments and Society, London School of Hygiene & Tropical Medicine, 15-17 Tavistock Place, WC1H 9SH, London, United Kingdom.

Rochelle Schneider (R)

Φ-lab (Phi-lab), European Space Agency (ESA), Frascati, Italy.
Forecast Department, European Centre for Medium-Range Weather Forecast (ECMWF), Reading, United Kingdom.

Emily Nightingale (E)

Department of Infectious Disease Epidemiology and Dynamics, London School of Hygiene & Tropical Medicine, Keppel Street, WC1E 7HT, London, United Kingdom.

Ai Milojevic (A)

Department of Public Health, Environments and Society, London School of Hygiene & Tropical Medicine, 15-17 Tavistock Place, WC1H 9SH, London, United Kingdom.
Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine, Keppel Street, WC1E 7HT, London, United Kingdom.

Jacopo Vanoli (J)

Environment & Health Modelling (EHM) Lab, Department of Public Health Environments and Society, London School of Hygiene & Tropical Medicine, 15-17 Tavistock Place, WC1H 9SH, London, United Kingdom.
School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan.

Malcolm N Mistry (MN)

Environment & Health Modelling (EHM) Lab, Department of Public Health Environments and Society, London School of Hygiene & Tropical Medicine, 15-17 Tavistock Place, WC1H 9SH, London, United Kingdom.
Department of Economics, Ca' Foscari University of Venice, Italy.

Antonio Gasparrini (A)

Environment & Health Modelling (EHM) Lab, Department of Public Health Environments and Society, London School of Hygiene & Tropical Medicine, 15-17 Tavistock Place, WC1H 9SH, London, United Kingdom.

Classifications MeSH