Advancing food security: Rice yield estimation framework using time-series satellite data & machine learning

Varun Tiwari; Kelly Thorp; Mirela G. Tulbure; Joshua Gray; Mohammad Kamruzzaman; Timothy J. Krupnik; A. Sankarasubramanian; Marcelo Ardon

doi:10.1371/journal.pone.0309982

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Open Access

Peer-reviewed

Research Article

Advancing food security: Rice yield estimation framework using time-series satellite data & machine learning

Varun Tiwari ,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft

* E-mail: v.tiwari@ncsu.edu

Affiliation Center for Geospatial Analytics, North Carolina State University (NCSU), Raleigh, NC, United States of America

https://orcid.org/0000-0001-8200-706X

⨯
Kelly Thorp,

Roles Investigation, Methodology, Supervision, Writing – original draft

Affiliation United States Department of Agriculture (USDA), Agricultural Research Service (ARS), Grassland Soil and Water Research Laboratory, Temple, Texas, United States of America

https://orcid.org/0000-0001-9168-875X

⨯
Mirela G. Tulbure,

Roles Methodology, Supervision, Writing – review & editing

Affiliation Center for Geospatial Analytics, North Carolina State University (NCSU), Raleigh, NC, United States of America
⨯
Joshua Gray,

Roles Investigation, Methodology, Supervision, Writing – review & editing

Affiliation Center for Geospatial Analytics, North Carolina State University (NCSU), Raleigh, NC, United States of America
⨯
Mohammad Kamruzzaman,

Roles Data curation, Methodology, Writing – review & editing

Affiliation Farm Machinery and Postharvest Technology Division, Bangladesh Rice Research Institute, Gazipur, Bangladesh

https://orcid.org/0000-0001-6640-8082

⨯
Timothy J. Krupnik,

Roles Data curation, Methodology, Supervision, Writing – review & editing

Affiliation International Maize and Wheat Improvement Center (CIMMYT), Dhaka, Bangladesh

https://orcid.org/0000-0001-6973-0106

⨯
A. Sankarasubramanian,

Roles Supervision, Writing – review & editing

Affiliation Civil and Environmental Engineering, North Carolina State University (NCSU), Raleigh, NC, United States of America
⨯
Marcelo Ardon

Roles Writing – review & editing

Affiliation College of Natural Resources, North Carolina State University (NCSU), Raleigh, NC, United States of America
⨯

Advancing food security: Rice yield estimation framework using time-series satellite data & machine learning

Varun Tiwari,
Kelly Thorp,
Mirela G. Tulbure,
Joshua Gray,
Mohammad Kamruzzaman,
Timothy J. Krupnik,
A. Sankarasubramanian,
Marcelo Ardon

Published: December 12, 2024
https://doi.org/10.1371/journal.pone.0309982

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