Modeling the Spatial Distribution of Soil Nitrogen Content at Smallholder Maize Farms Using Machine Learning Regression and Sentinel-2 Data
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- P. M. Lerman, 1980. "Fitting Segmented Regression Models by Grid Search," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 29(1), pages 77-84, March.
- Gerald Forkuor & Ozias K L Hounkpatin & Gerhard Welp & Michael Thiel, 2017. "High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-21, January.
- Magali J. López-Calderón & Juan Estrada-Ávalos & Víctor M. Rodríguez-Moreno & Jorge E. Mauricio-Ruvalcaba & Aldo R. Martínez-Sifuentes & Gerardo Delgado-Ramírez & Enrique Miguel-Valle, 2020. "Estimation of Total Nitrogen Content in Forage Maize ( Zea mays L.) Using Spectral Indices: Analysis by Random Forest," Agriculture, MDPI, vol. 10(10), pages 1-15, October.
- Jones, Peter G. & Thornton, Philip K., 2015. "Representative soil profiles for the Harmonized World Soil Database at different spatial resolutions for agricultural modelling applications," Agricultural Systems, Elsevier, vol. 139(C), pages 93-99.
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Keywords
satellite data; random forest; gradient boosting; extreme gradient boosting; soil fertility; digital mapping;All these keywords.
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