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OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis

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Published in:Geoscientific Model Development
Format: Online Article RSS Article
Published: 2026
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container_title Geoscientific Model Development
description
discipline_display Earth Sciences
discipline_facet Earth Sciences
format Online Article
RSS Article
genre Journal Article
id rss_article:89836
institution FRELIP
journal_source_facet Geoscientific Model Development
last_indexed 2026-06-11T02:00:41.891Z
publishDate 2026
publishDateSort 2026
record_format rss_article
spellingShingle OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
Earth Sciences
General
Earth Sciences
sub_discipline_display General
sub_discipline_facet General
subject_display Earth Sciences
General
Earth Sciences
Earth Sciences
General
Earth Sciences
subject_facet Earth Sciences
General
Earth Sciences
title OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
title_auth OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
title_full OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
title_fullStr OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
title_full_unstemmed OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
title_short OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM2.5 chemical component simulation and reanalysis
title_sort oirf-lenkf v1.0: a novel data assimilation system by integrating incremental machine learning with a localized enkf for enhanced pm2.5 chemical component simulation and reanalysis
topic Earth Sciences
General
Earth Sciences
url https://doi.org/10.5194/gmd-19-4835-2026