[HTML][HTML] The application of machine learning techniques for Smart Irrigation Systems: a systematic literature review

A Younes, ZE Abou Elassad, O El Meslouhi… - Smart Agricultural …, 2024 - Elsevier
Abstract Smart Irrigation System is a complex concept used to control, monitor and automate
the irrigation of yields by integrating artificial intelligence techniques such as Machine …

Smart irrigation systems using machine learning and control theory

M Çetin, S Beyhan - The Digital Agricultural Revolution …, 2022 - Wiley Online Library
Intelligent irrigation systems have recently gained importance in terms of efficient cultivation
of plants and the correct use of water on earth. Therefore, studies, such as plant growth …

Precision irrigation management using machine learning and digital farming solutions

EA Abioye, O Hensel, TJ Esau, O Elijah, MSZ Abidin… - AgriEngineering, 2022 - mdpi.com
Freshwater is essential for irrigation and the supply of nutrients for plant growth, in order to
compensate for the inadequacies of rainfall. Agricultural activities utilize around 70% of the …

Machine Learning for Smart Irrigation in Agriculture: How Far along Are We?

M Del-Coco, M Leo, P Carcagnì - Information, 2024 - mdpi.com
The management of water resources is becoming increasingly important in several contexts,
including agriculture. Recently, innovative agricultural practices, advanced sensors, and …

IoT and ML‐based automatic irrigation system for smart agriculture system

A EG, GJ Bala - Agronomy Journal, 2024 - Wiley Online Library
The development of the Internet of Things (IoT) and machine learning (ML) technologies has
triggered smart agricultural systems. In smart agriculture, irrigation management plays a …

Smart irrigation system using IoT and machine learning methods

AA Esmail, MA Ibrahim, SM Abdallah… - 2023 5th Novel …, 2023 - ieeexplore.ieee.org
Water loss and improper scheduling are problems with traditional irrigation techniques,
making it difficult to meet the growing demand for food production while also preserving …

The Outcomes of Smart Irrigation System using Machine Learning to minimize water usage within the Agriculture Sector

I Lephondo, A Telukdarie, I Munien… - Procedia Computer …, 2024 - Elsevier
The water scarcity challenge has become a global threat to food security and the entire
agricultural value chain at large. Saving water is the most strenuous challenge for farmers …

A review of smart irrigation decision support systems

Z Sun, L Di - 2021 9th international conference on agro …, 2021 - ieeexplore.ieee.org
Smart irrigation systems are designed to save as much water and costs in irrigation as
possible in the precondition of ensuring the necessarily needed water by the crops …

Optimizing Sustainable Cultivation Through Smart Irrigation

EDD Rachid, A Alaoui, B Ettaki… - Journal of Information …, 2023 - revues.imist.ma
This paper presents a comprehensive study of a predictive irrigation system, an innovative
approach in smart agriculture focusing on integrated irrigation management through …

Smart irrigation systems in agriculture: A systematic review

D Vallejo-Gomez, M Osorio, CA Hincapie - Agronomy, 2023 - mdpi.com
This research aims to carry out a systematic review of the available literature about smart
irrigation systems. It will be focused on systems using artificial intelligence techniques in …