Machine learning-based approaches to enhance the soil fertility—A review

M Sujatha, CD Jaidhar - Expert Systems with Applications, 2024 - Elsevier
Agriculture plays an imperative role in many countries' economies and is a substantive
source of survival. The variation in a soil nutrient decreases crop yield. An accurate soil …

[HTML][HTML] Machine learning enabled IoT system for soil nutrients monitoring and crop recommendation

MR Islam, K Oliullah, MM Kabir, M Alom… - Journal of Agriculture and …, 2023 - Elsevier
Agriculture plays a vital role in feeding the growing global population. But optimizing crop
production and resource management remains a significant challenge for farmers. This …

Synergistic Use of Multi-Temporal Radar and Optical Remote Sensing for Soil Organic Carbon Prediction

S Dahhani, M Raji, Y Bouslihim - Remote Sensing, 2024 - mdpi.com
Exploring soil organic carbon (SOC) map** is crucial for addressing critical challenges in
environmental sustainability and food security. This study evaluates the suitability of the …

1D convolutional neural networks-based soil fertility classification and fertilizer prescription

M Sujatha, CD Jaidhar, M Lingappa - Ecological Informatics, 2023 - Elsevier
Sustainable agriculture is essential to meet the demands of the global population. An
adequate application of fertilizers is essential for sustainable agricultural productivity. This …

Modeling drought-related yield losses using new geospatial technologies and machine learning approaches: case of the Gharb plain, North-West Morocco

O Hakam, A Baali, A Belhaj Ali - Modeling Earth Systems and Environment, 2023 - Springer
Rainfed agriculture is very sensitive to agro-meteorological factors such as temperature,
humidity, sunshine and radiation or hygrometry and, therefore, the evolution of crops is …

Identifying hidden factors influencing soil Olsen-P in an alkaline calcareous soil using machine learning and geostatistical techniques

M Bouray, M Bayad, A Beniaich, AG El-Naggar… - Heliyon, 2024 - cell.com
Phosphorus (P) deficiency is one of the major constraints for sustainable crop production in
calcareous soils. This study aimed to elucidate the key soil characteristics modulating the …

[HTML][HTML] The Spatio-Temporal Analysis of Droughts Using the Standardized Precipitation Evapotranspiration Index and Its Impact on Cereal Yields in a Semi-Arid …

C Elair, K Rkha Chaham, I Karaoui, A Hadri - Applied Sciences, 2025 - mdpi.com
Over the last century, significant climate changes, including more intense droughts and
floods, have impacted agriculture and socio-economic development, particularly in rain …

Design of K-Means Clustering & SVM based Models for Soil Fertility Classification

SK Sunori, J Pant, H Pant, M Manu… - 2022 3rd International …, 2022 - ieeexplore.ieee.org
A fertile soil is essential for healthy plant growth and quality food. This work aims to classify
samples into more fertile soil and less fertile soil. It has been carried out using the soil fertility …

CNN-based Soil Fertility Classification with Fertilizer Prescription

M Sujatha, CD Jaidhar - 2023 Third International Conference …, 2023 - ieeexplore.ieee.org
Soil fertility plays a vital role in crop growth, and thus, the rapid acquisition of soil fertility
levels and applying precise fertilizer is significant for sustainable agricultural development …

Soil System Status, Threats, Utilization Pattern, and Sustainable Management Strategies in the Global South: Overview of the Agriculture Soils in Maghreb Countries

FZ El Balghiti, L Benidire, K M'Barki, H Dounas… - … Soil Systems in Global …, 2024 - Springer
Soil plays a crucial role in the functioning of land ecosystems and is essential for meeting
both human and terrestrial needs. It provides a wide range of functions and ecosystem …