Characterizing and forecasting the responses of tropical forest leaf phenology to El Nino by machine learning algorithms

• Taninnuch Lamjiak ,

  Roles Conceptualization, Formal analysis, Methodology, Project administration, Validation, Visualization, Writing – original draft

  * E-mail: jumpol.ineng@mail.kmutt.ac.th (JP); taninnuch.lamjiak@gmail.com (TL)

  Affiliation Department of Computer Engineering, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand

  https://orcid.org/0000-0002-4908-5901

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• Rungnapa Kaewthongrach,

  Roles Conceptualization, Resources, Validation, Writing – review & editing

  Affiliation Geo-Informatics and Space Technology Development Agency (GISTDA), Chonburi, Thailand

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• Booncharoen Sirinaovakul,

  Roles Formal analysis, Supervision, Validation, Writing – review & editing

  Affiliation Department of Computer Engineering, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand

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• Phongthep Hanpattanakit,

  Roles Resources

  Affiliation Department of Environment, Faculty of Environmental Culture and Ecotourism, Srinakharinwirot University, Bangkok, Thailand

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• Amnat Chithaisong,

  Roles Conceptualization, Supervision, Validation, Writing – review & editing

  Affiliation The Joint Graduate School of Energy and Environment and Center of Excellence on Energy Technology and Environment, King Mongkut’s University of Technology Thonburi (KMUTT), Bangkok, Thailand

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• Jumpol Polvichai

  Roles Formal analysis, Supervision, Validation, Writing – review & editing

  * E-mail: jumpol.ineng@mail.kmutt.ac.th (JP); taninnuch.lamjiak@gmail.com (TL)

  Affiliation Department of Computer Engineering, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand

  https://orcid.org/0000-0003-0036-8190

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