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Author

Fatima Iftikhar

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Open access Oct 2026

Controlled image-based prediction of soil nutrient concentrations (NPK) using machine and deep learning

Soil nutrient analysis is essential for sustainable agriculture and precision farming. Traditional chemical tests for nitrogen, phosphorus, and potassium are reliable but costly, time-consuming, and often unavailable in remote areas. The objective of this study is to develop a novel approach that combines laboratory ch...

Umair Maqsood, Tehmina Karamat Ullah Khan, N. Z. Jhanjhi et al. · 0 citations
Open access Oct 2026

Cross-Regional Digital Soil Mapping of OpenLandMap-Derived USDA Soil Texture Classes Using Remote Sensing and Machine Learning

Results show that the Landsat-based spectral and terrain features, when used in conjunction with ensemble learning, could assist cross-regional soil texture classification for the USDA, however, class imbalance, spectral overlap between soil texture classes, temporal variability, and resolution mismatch between satelli...

Umair Maqsood, Fatima Iftikhar, Kashif Sattar et al. · 0 citations

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