Remote sensing in field crop monitoring: A comprehensive review of sensor systems, data analyses and recent advances

E Omia, H Bae, E Park, MS Kim, I Baek, I Kabenge… - Remote Sensing, 2023 - mdpi.com
The key elements that underpin food security require the adaptation of agricultural systems
to support productivity increases while minimizing inputs and the adverse effects of climate …

Machine learning-aided operations and communications of unmanned aerial vehicles: A contemporary survey

H Kurunathan, H Huang, K Li, W Ni… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Over the past decade, Unmanned Aerial Vehicles (UAVs) have provided pervasive, efficient,
and cost-effective solutions for data collection and communications. Their excellent mobility …

[HTML][HTML] Machine learning and remote sensing techniques applied to estimate soil indicators–review

FA Diaz-Gonzalez, J Vuelvas, CA Correa, VE Vallejo… - Ecological …, 2022 - Elsevier
The demand for food based on intensive agriculture has decreased soil quality, posing great
challenges such as increasing agricultural productivity and promoting environmental …

Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI

J Wang, J Ding, D Yu, D Teng, B He, X Chen… - Science of the Total …, 2020 - Elsevier
Accurate assessment of soil salinization is considered as one of the most important steps in
combating global climate change, especially in arid and semi-arid regions. Multi-spectral …

Challenges and opportunities in remote sensing for soil salinization mapping and monitoring: A review

G Sahbeni, M Ngabire, PK Musyimi, B Székely - Remote Sensing, 2023 - mdpi.com
Meeting current needs without compromising future generations' ability to meet theirs is the
only path toward achieving environmental sustainability. As the most valuable natural …

Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China

J Wang, J Ding, D Yu, X Ma, Z Zhang, X Ge, D Teng… - Geoderma, 2019 - Elsevier
Soil salinization is one of the most important causes for land degradation and desertification
and is an important threat to land management, farming activities, water quality, and …

Assessing the performance of machine learning algorithms for soil salinity mapping in Google Earth Engine platform using Sentinel-2A and Landsat-8 OLI data

S Aksoy, A Yildirim, T Gorji, N Hamzehpour… - Advances in Space …, 2022 - Elsevier
Soil salinization caused by natural and anthropogenic factors is an important environmental
hazard especially in arid and semi-arid regions of the world. Accumulation of salts in the soil …

A novel remote sensing monitoring index of salinization based on three-dimensional feature space model and its application in the Yellow River Delta of China

B Guo, M Lu, Y Fan, H Wu, Y Yang… - … , Natural Hazards and …, 2023 - Taylor & Francis
Previous studies were mostly conducted based on two-dimensional feature space to monitor
salinization, while studies on dense long-term salinization monitoring based on three …

Unmanned aerial vehicle (UAV) remote sensing in grassland ecosystem monitoring: A systematic review

X Lyu, X Li, D Dang, H Dou, K Wang, A Lou - Remote Sensing, 2022 - mdpi.com
In recent years, the application of unmanned aerial vehicle (UAV) remote sensing in
grassland ecosystem monitoring has increased, and the application directions have …

Review on unmanned aerial vehicles, remote sensors, imagery processing, and their applications in agriculture

D Olson, J Anderson - Agronomy Journal, 2021 - Wiley Online Library
Unmanned aerial vehicles (UAV) and the sensors they can be equipped with are becoming
more technologically advanced and common place within the agricultural industry. The …