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Use of nonlinear principal components of CHIRPS precipitation data and ocean–atmospheric variables for streamflow forecasting in an area of scarce data – case study: Tocaría river basin – Orinoquia Colombiana.

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Title: Use of nonlinear principal components of CHIRPS precipitation data and ocean–atmospheric variables for streamflow forecasting in an area of scarce data – case study: Tocaría river basin – Orinoquia Colombiana.
Authors: Sarria-Ospina, Jhon Derly1 (AUTHOR) jsarria.sgryopal@unisangil.edu.co, Ocampo-Marulanda, Camilo2,3 (AUTHOR), Ceron-Aramburo, Lina Maria1 (AUTHOR), Canchala, Teresita4 (AUTHOR), Ferreira, Tiago Alessandro3 (AUTHOR)
Source: Natural Hazards & Earth System Sciences. 2026, Vol. 26 Issue 7, p3505-3521. 17p.
Database: Environment Complete
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DbLabel: Environment Complete
An: 195898483
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PubType: Academic Journal
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  Data: Use of nonlinear principal components of CHIRPS precipitation data and ocean–atmospheric variables for streamflow forecasting in an area of scarce data – case study: Tocaría river basin – Orinoquia Colombiana.
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  Data: <searchLink fieldCode="JN" term="%22Natural+Hazards+%26+Earth+System+Sciences%22">Natural Hazards & Earth System Sciences</searchLink>. 2026, Vol. 26 Issue 7, p3505-3521. 17p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eih&AN=195898483
RecordInfo BibRecord:
  BibEntity:
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      – Type: doi
        Value: 10.5194/nhess-26-3505-2026
    Languages:
      – Code: eng
        Text: English
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      Pagination:
        PageCount: 17
        StartPage: 3505
    Titles:
      – TitleFull: Use of nonlinear principal components of CHIRPS precipitation data and ocean–atmospheric variables for streamflow forecasting in an area of scarce data – case study: Tocaría river basin – Orinoquia Colombiana.
        Type: main
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      – PersonEntity:
          Name:
            NameFull: Sarria-Ospina, Jhon Derly
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            NameFull: Ocampo-Marulanda, Camilo
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            NameFull: Ceron-Aramburo, Lina Maria
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            NameFull: Canchala, Teresita
      – PersonEntity:
          Name:
            NameFull: Ferreira, Tiago Alessandro
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          Dates:
            – D: 01
              M: 07
              Text: 2026
              Type: published
              Y: 2026
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              Value: 15618633
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              Value: 26
            – Type: issue
              Value: 7
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            – TitleFull: Natural Hazards & Earth System Sciences
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