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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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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.
Authors: Li, Hongyi1 (AUTHOR), Yang, Ting1 (AUTHOR) tingyang@mail.iap.ac.cn, Kong, Lei1 (AUTHOR), Zhang, Di2 (AUTHOR), Tang, Guigang2 (AUTHOR), Tang, Xiao1,3 (AUTHOR), Wang, Zifa1,3 (AUTHOR)
Source: Geoscientific Model Development. 2026, Vol. 19 Issue 11, p4835-4856. 22p.
Database: Academic Search Ultimate
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An: 194751016
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PubType: Academic Journal
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  Data: OIRF-LEnKF v1.0: a novel data assimilation system by integrating incremental machine learning with a localized EnKF for enhanced PM<subscript>2.5</subscript> chemical component simulation and reanalysis.
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  Data: <searchLink fieldCode="AR" term="%22Li%2C+Hongyi%22">Li, Hongyi</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Yang%2C+Ting%22">Yang, Ting</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> tingyang@mail.iap.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Kong%2C+Lei%22">Kong, Lei</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhang%2C+Di%22">Zhang, Di</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Tang%2C+Guigang%22">Tang, Guigang</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Tang%2C+Xiao%22">Tang, Xiao</searchLink><relatesTo>1,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Wang%2C+Zifa%22">Wang, Zifa</searchLink><relatesTo>1,3</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22Geoscientific+Model+Development%22">Geoscientific Model Development</searchLink>. 2026, Vol. 19 Issue 11, p4835-4856. 22p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=194751016
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.5194/gmd-19-4835-2026
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      – Code: eng
        Text: English
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        PageCount: 22
        StartPage: 4835
    Titles:
      – TitleFull: 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.
        Type: main
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            NameFull: Li, Hongyi
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            NameFull: Yang, Ting
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            NameFull: Kong, Lei
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            NameFull: Zhang, Di
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            NameFull: Tang, Guigang
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            NameFull: Tang, Xiao
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            NameFull: Wang, Zifa
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          Dates:
            – D: 01
              M: 06
              Text: 2026
              Type: published
              Y: 2026
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              Value: 19
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              Value: 11
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            – TitleFull: Geoscientific Model Development
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