Automation in agriculture by machine and deep learning techniques: A review of recent developments

MH Saleem, J Potgieter, KM Arif - Precision Agriculture, 2021 - Springer
Recently, agriculture has gained much attention regarding automation by artificial
intelligence techniques and robotic systems. Particularly, with the advancements in machine …

Characterising the agriculture 4.0 landscape—emerging trends, challenges and opportunities

SO Araújo, RS Peres, J Barata, F Lidon, JC Ramalho - Agronomy, 2021 - mdpi.com
Investment in technological research is imperative to stimulate the development of
sustainable solutions for the agricultural sector. Advances in Internet of Things, sensors and …

Automatic identification and monitoring of plant diseases using unmanned aerial vehicles: A review

K Neupane, F Baysal-Gurel - Remote Sensing, 2021 - mdpi.com
Disease diagnosis is one of the major tasks for increasing food production in agriculture.
Although precision agriculture (PA) takes less time and provides a more precise application …

A review on the use of unmanned aerial vehicles and imaging sensors for monitoring and assessing plant stresses

JGA Barbedo - Drones, 2019 - mdpi.com
Unmanned aerial vehicles (UAVs) are becoming a valuable tool to collect data in a variety of
contexts. Their use in agriculture is particularly suitable, as those areas are often vast …

A systematic review on monitoring and advanced control strategies in smart agriculture

SI Hassan, MM Alam, U Illahi, MA Al Ghamdi… - Ieee …, 2021 - ieeexplore.ieee.org
Automation in agriculture nowadays is the main focus and area of development for various
countries. The population rate of the world is increasing rapidly and will be double in …

Drones in plant disease assessment, efficient monitoring, and detection: a way forward to smart agriculture

A Abbas, Z Zhang, H Zheng, MM Alami, AF Alrefaei… - Agronomy, 2023 - mdpi.com
Plant diseases are one of the major threats to global food production. Efficient monitoring
and detection of plant pathogens are instrumental in restricting and effectively managing the …

Robots in agriculture: State of art and practical experiences

JJ Roldán, J del Cerro, D Garzón-Ramos… - Service …, 2018 - books.google.com
The presence of robots in agriculture has grown significantly in recent years, overcoming
some of the challenges and complications of this field. This chapter aims to collect a …

4D crop monitoring: Spatio-temporal reconstruction for agriculture

J Dong, JG Burnham, B Boots, G Rains… - … on Robotics and …, 2017 - ieeexplore.ieee.org
Autonomous crop monitoring at high spatial and temporal resolution is a critical problem in
precision agriculture. While Structure from Motion and Multi-View Stereo algorithms can …

UAV-based multispectral imagery for fast Citrus Greening detection

F DadrasJavan, F Samadzadegan… - Journal of Plant …, 2019 - Springer
Considering the variation in spectral response of plants due to unhealthiness effects, this
study utilizes multispectral imaging to detect Greening disease of citrus trees. Low altitude …

Aerial multispectral imagery for plant disease detection: Radiometric calibration necessity assessment

H Pourazar, F Samadzadegan… - European Journal of …, 2019 - Taylor & Francis
This paper focused on the necessity of radiometric calibration to distinguish diseased trees
in orchards based on aerial multi-spectral images. For this purpose, two study sites were …