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SAR and optical data applied to early-season mapping of integrated crop-livestock systems using deep and machine learning algorithms.

Author(s): TORO, A. P. S. G. D. D.; BUENO, I. T.; WERNER, J. P. S.; ANTUNES, J. F. G.; LAMPARELLI, R. A. C.; COUTINHO, A. C.; ESQUERDO, J. C. D. M.; MAGALHÃES, P. S. G.; FIGUEIREDO, G. K. D. A.

In this work, we explored the potential of three machine and deep learning algorithms (random forest, long short-term memory, and transformer) to perform early-season (with three-time windows) mapping... ...

Repository: BDPA     Publication year: 2023

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A Comparative analysis of satellite-based approaches for aboveground biomass estimation in the Brazilian Amazon.

Author(s): LU, D.; MORAN, E.; BATISTELLA, M.

The moist tropical forest in the Amazon has been regarded as an important part in global carbon budget. Deforestation since the 1970s has made it an important carbon source, but the rapid growth of se... ...

Repository: BDPA     Publication year: 2008

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