[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 …

Model-based smart irrigation control strategy and its effect on water use efficiency in tomato production

E Bwambale, FK Abagale, GK Anornu - Cogent Engineering, 2023 - Taylor & Francis
Drip irrigation's potential to conserve irrigation water by around 25% compared to
conventional methods is widely acknowledged. Nevertheless, the influence of varied …

A segmentation network for farmland ridge based on encoder-decoder architecture in combined with strip pooling module and ASPP

Q Hong, Y Zhu, W Liu, T Ren, C Shi, Z Lu… - Frontiers in Plant …, 2024 - frontiersin.org
In order to effectively support wheat breeding, farmland ridge segmentation can be used to
visualize the size and spacing of a wheat field. At the same time, accurate ridge information …

Study of applications of Internet of Things and Machine Learning for Smart Agriculture

L Gupta, S Malhotra, A Kumar - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
The concept of “smart agriculture” relies on the integration of sensors within an Internet of
Things (IoT) network. Machine learning (ML) algorithms are integrated at various levels of …

IoT-Based Smart Irrigation System Based Adaptive Radial Deep Neural Network (ARDNN) Algorithm Applicable for Various Agricultural Production

S Sasikala, SD Bharatula - International Journal of Intelligent Systems and …, 2024 - ijisae.org
Abstract Agriculture Specific Land or crop monitoring-based Networking technology has
played an essential role in the current farming system. Because Farmers can manage their …

A Deep Learning Approach to Irrigation Management in Smart Agriculture

JS Sarjerao, G Sudhagar - 2023 IEEE Pune Section …, 2023 - ieeexplore.ieee.org
This paper introduces a pioneering approach to modernize agricultural practices through the
integration of Artificial Neural Networks (ANN) into irrigation management. The primary …

An Analysis of Irrigation Management for Crops using Machine Learning Algorithms

R Thamilselvan, P Natesan… - 2024 International …, 2024 - ieeexplore.ieee.org
In every nation, agriculture has boosted the economy. Agriculture is currently dealing with a
number of difficulties, such as irrigation and water management. Crop irrigation plays a …

Energy-Efficient and High-Performance IoT-Based WSN Architecture for Precision Agriculture Monitoring Using Machine Learning Techniques

MA Majid - … Developments in Agricultural Cyber-Physical Systems, 2023 - igi-global.com
Traditional irrigation systems for agricultural lands are expensive, time-consuming, and
labor-intensive. Utilizing cutting-edge technology like machine learning, the internet of …

Performance Evaluation of Machine Learning Algorithms for Smart Irrigation Systems

A Yahia, W Menasri, D Cherifi… - 2023 2nd International …, 2023 - ieeexplore.ieee.org
Smart irrigation systems have revolutionized the farming industry by utilizing modern
innovations to optimize water usage and handle water scarcity issues. The performance of …

The Application of Machine Learning Techniques for Smart Irrigation Systems: A Systematic Literature Review

Y ABIADI, Z Elamrani Abou Elassad… - Available at SSRN … - papers.ssrn.com
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 …