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Valinho António

University of Rwanda - African Centre of Excellence in Internet of Things

Rwanda

Universidade Rovuma

Nampula

Nampula, Nampula

Mozambique

  • University of Rwanda - African Centre of Excellence in Internet of Things

  • Universidade Rovuma

SCHOLARLY PAPERS

2

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134

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0

Scholarly Papers (2)

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1.

GeoAI-Based Crop Yield Estimation in Africa: A Systematic and Bibliometric Literature Review With Comparisons to Major Agricultural Producers

Number of pages: 25 Posted: 17 Apr 2026 Last Revised: 06 Jun 2026
Valinho António, Catherine Nakalembe, Moise Busogi and Eric Umuhoza
University of Rwanda - African Centre of Excellence in Internet of Things, University of Maryland, Independent and Independent
Downloads 68 (1,097,529)

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Crop yield estimation, Machine learning, Remote sensing, Sentinel-2, Africa, Multi-sensor fusion, Crop growth models

2.

GLSTM-MLP: a deep learning framework for crop type classification in smallholder farms with PlanetScope images

Number of pages: 37 Posted: 10 Dec 2025 Last Revised: 17 Apr 2026
Valinho António, Eric Umuhoza, Catherine Nakalembe, Pierre Bakunzibake and Moise Busogi
University of Rwanda - African Centre of Excellence in Internet of Things, Independent, University of Maryland, affiliation not provided to SSRN and Independent
Downloads 66 (933,592)

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Crop type mapping, machine learning, PlanetScope images, smallholder farms