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

Umair Maqsood, Tehmina Karamat Ullah Khan, NZ Jhanjhi, Kashif Sattar, Fatima Iftikhar, Najma Imtiaz Ali, Raja Majid Mehmood

Open source

DOI: 10.1371/journal.pone.0360517
Published: 2026-10-27
Container: PLOS One
Publisher: Public Library of Science (PLoS)
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1371/journal.pone.0360517,
  title = {Controlled image-based prediction of soil nutrient concentrations (NPK) using machine and deep learning},
  author = {Umair Maqsood and Tehmina Karamat Ullah Khan and NZ Jhanjhi and Kashif Sattar and Fatima Iftikhar and Najma Imtiaz Ali and Raja Majid Mehmood},
  year = {2026},
  journal = {PLOS One},
  doi = {10.1371/journal.pone.0360517},
  url = {https://doi.org/10.1371/journal.pone.0360517}
}

RIS

TY  - JOUR
TI  - Controlled image-based prediction of soil nutrient concentrations (NPK) using machine and deep learning
AU  - Umair Maqsood
AU  - Tehmina Karamat Ullah Khan
AU  - NZ Jhanjhi
AU  - Kashif Sattar
AU  - Fatima Iftikhar
AU  - Najma Imtiaz Ali
AU  - Raja Majid Mehmood
PY  - 2026
JO  - PLOS One
DO  - 10.1371/journal.pone.0360517
UR  - https://doi.org/10.1371/journal.pone.0360517
ER  -

APA

Maqsood, U., Khan, T. K. U., Jhanjhi, N., Sattar, K., Iftikhar, F., Ali, N. I., & Mehmood, R. M. (2026). Controlled image-based prediction of soil nutrient concentrations (NPK) using machine and deep learning. PLOS One. https://doi.org/10.1371/journal.pone.0360517

Source records

crossref · retrieved 2026-11-07T02:20:28.816Z