IoT-equipped and AI-enabled next generation smart agriculture: A critical review, current challenges and future trends

S Qazi, BA Khawaja, QU Farooq - Ieee Access, 2022 - ieeexplore.ieee.org
Smart agriculture techniques have recently seen widespread interest by farmers. This is
driven by several factors, which include the widespread availability of economically-priced …

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 …

A review on monitoring and advanced control strategies for precision irrigation

EA Abioye, MSZ Abidin, MSA Mahmud… - … and Electronics in …, 2020 - Elsevier
The demand for freshwater is on the increase due to the rapid growth in the world's
population while the effect of global warming and climate change cause severe threat to …

Zoning irrigation smart system based on fuzzy control technology and IoT for water and energy saving

H Benyezza, M Bouhedda, S Rebouh - Journal of Cleaner production, 2021 - Elsevier
Abstract Information and communication technologies play an important role in reforming
traditional agriculture as well as agricultural development. In this context and to benefit from …

Monitoring and control systems in agriculture using intelligent sensor techniques: A review of the aeroponic system

IA Lakhiar, G Jianmin, TN Syed, FA Chandio… - Journal of …, 2018 - Wiley Online Library
In recent years, intelligent sensor techniques have achieved significant attention in
agriculture. It is applied in agriculture to plan the several activities and missions properly by …

Remote sensing and machine learning in crop phenotyping and management, with an emphasis on applications in strawberry farming

C Zheng, A Abd-Elrahman, V Whitaker - Remote Sensing, 2021 - mdpi.com
Measurement of plant characteristics is still the primary bottleneck in both plant breeding
and crop management. Rapid and accurate acquisition of information about large plant …

Analysis of fuzzy applications in the agri-supply chain: A literature review

A De, SP Singh - Journal of Cleaner Production, 2021 - Elsevier
With the increasing global demand for fresh food, the importance of the mass agri-producing
countries has also increased. Agri-production has undergone a significant transformation …

A survey on intelligent agents and multi-agents for irrigation scheduling

AF Jimenez, PF Cardenas, A Canales… - … and Electronics in …, 2020 - Elsevier
Irrigation is very important for ensuring food security and reducing crop production
vulnerability caused by the lack of rain. Sustainable irrigation is the rational practice of all the …

Combining multi-agent systems and wireless sensor networks for monitoring crop irrigation

G Villarrubia, JF De Paz, DH De La Iglesia, J Bajo - Sensors, 2017 - mdpi.com
Monitoring mechanisms that ensure efficient crop growth are essential on many farms,
especially in certain areas of the planet where water is scarce. Most farmers must assume …

Automation in drip irrigation for enhancing water use efficiency in cereal systems of South Asia: Status and prospects

RK Sidhu, R Kumar, PS Rana, ML Jat - Advances in agronomy, 2021 - Elsevier
Water is a key driver of grain production, and growing water scarcity is one of the major
challenges for agriculture. Around 70% of all fresh water around the world and up to 95% in …