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Abstract. This project uses an artificial neural network to calculate the net primary productivity of an organic sugarcane crop in Hatico's farm, in Cerrito, Valle del Cauca. The pilot scheme used in this project is composed by 6 treatments of nitrogen fertilization based on green manures (poultry manure and cowpea). During the last two crops' phenological phases, the artificial neural network was provided with hyperspectral data collected in the field. In addition, an exploratory data studydoi:10.5194/isprs-archives-xlii-3-w12-2020-177-2020 fatcat:mk3ve5vsovbwriafwex7655usy