Machine learning applications for precision agriculture: A comprehensive review

A Sharma, A Jain, P Gupta, V Chowdary - IEEE Access, 2020 - ieeexplore.ieee.org
Agriculture plays a vital role in the economic growth of any country. With the increase of
population, frequent changes in climatic conditions and limited resources, it becomes a …

A revisit of internet of things technologies for monitoring and control strategies in smart agriculture

A Rehman, T Saba, M Kashif, SM Fati, SA Bahaj… - Agronomy, 2022 - mdpi.com
With the rise of new technologies, such as the Internet of Things, raising the productivity of
agricultural and farming activities is critical to improving yields and cost-effectiveness. IoT, in …

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 of earth artificial intelligence

Z Sun, L Sandoval, R Crystal-Ornelas… - Computers & …, 2022 - Elsevier
In recent years, Earth system sciences are urgently calling for innovation on improving
accuracy, enhancing model intelligence level, scaling up operation, and reducing costs in …

Recent developments of the internet of things in agriculture: a survey

VP Kour, S Arora - Ieee Access, 2020 - ieeexplore.ieee.org
A rise in the population has immensely increased the pressure on the agriculture sector.
With the advent of technology, this decade is witnessing a shift from conventional …

Machine learning for smart agriculture and precision farming: towards making the fields talk

TA Shaikh, WA Mir, T Rasool, S Sofi - Archives of Computational Methods …, 2022 - Springer
In almost every sector, data-driven business, the digitization of the data has generated a
data tsunami. In addition, man-to-machine digital data handling has magnified the …

Smart water resource management using Artificial Intelligence—A review

SR Krishnan, MK Nallakaruppan, R Chengoden… - Sustainability, 2022 - mdpi.com
Water management is one of the crucial topics discussed in most of the international forums.
Water harvesting and recycling are the major requirements to meet the global upcoming …

Monitoring soil and ambient parameters in the iot precision agriculture scenario: An original modeling approach dedicated to low-cost soil water content sensors

P Placidi, R Morbidelli, D Fortunati, N Papini, F Gobbi… - Sensors, 2021 - mdpi.com
A low power wireless sensor network based on LoRaWAN protocol was designed with a
focus on the IoT low-cost Precision Agriculture applications, such as greenhouse sensing …

Wireless sensor networks in agriculture: Insights from bibliometric analysis

A Abdollahi, K Rejeb, A Rejeb, MM Mostafa, S Zailani - Sustainability, 2021 - mdpi.com
This study investigates how wireless sensor network (WSN) applications in agriculture are
discussed in the current academic literature. On the basis of bibliometric techniques, 2444 …

Wireless communication protocols in smart agriculture: A review on applications, challenges and future trends

E Avşar, MN Mowla - Ad Hoc Networks, 2022 - Elsevier
IoT based smart agriculture systems are important for efficient usage of lands, water, and
energy resources. Wireless communication protocols constitute a critical part of smart …