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Author

Tehmina Karamat Ullah Khan

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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

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