Applications of remote sensing in precision agriculture: A review

RP Sishodia, RL Ray, SK Singh - Remote sensing, 2020 - mdpi.com
Agriculture provides for the most basic needs of humankind: food and fiber. The introduction
of new farming techniques in the past century (eg, during the Green Revolution) has helped …

[HTML][HTML] Remote sensing of soil degradation: Progress and perspective

J Wang, J Zhen, W Hu, S Chen, I Lizaga… - International Soil and …, 2023 - Elsevier
Soils constitute one of the most critical natural resources and maintaining their health is vital
for agricultural development and ecological sustainability, providing many essential …

Transfer learning in environmental remote sensing

Y Ma, S Chen, S Ermon, DB Lobell - Remote Sensing of Environment, 2024 - Elsevier
Abstract Machine learning (ML) has proven to be a powerful tool for utilizing the rapidly
increasing amounts of remote sensing data for environmental monitoring. Yet ML models …

The application of small unmanned aerial systems for precision agriculture: a review

C Zhang, JM Kovacs - Precision agriculture, 2012 - Springer
Precision agriculture (PA) is the application of geospatial techniques and sensors (eg,
geographic information systems, remote sensing, GPS) to identify variations in the field and …

Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem

RM Yang, GL Zhang, F Liu, YY Lu, F Yang, F Yang… - Ecological …, 2016 - Elsevier
Soil organic carbon (SOC) plays an important role in soil fertility and carbon sequestration,
and a better understanding of the spatial patterns of SOC is essential for soil resource …

The use of remote sensing in soil and terrain mapping—A review

VL Mulder, S De Bruin, ME Schaepman, TR Mayr - Geoderma, 2011 - Elsevier
This article reviews the use of optical and microwave remote sensing data for soil and terrain
mapping with emphasis on applications at regional and coarser scales. Remote sensing is …

Satellite imagery to map topsoil organic carbon content over cultivated areas: an overview

E Vaudour, A Gholizadeh, F Castaldi, M Saberioon… - Remote Sensing, 2022 - mdpi.com
There is a need to update soil maps and monitor soil organic carbon (SOC) in the upper
horizons or plough layer for enabling decision support and land management, while …

Remote sensing of soil properties in precision agriculture: A review

Y Ge, JA Thomasson, R Sui - Frontiers of Earth Science, 2011 - Springer
The success of precision agriculture (PA) depends strongly upon an efficient and accurate
method for in-field soil property determination. This information is critical for farmers to …

Prediction of soil organic matter using multi-temporal satellite images in the Songnen Plain, China

X Dou, X Wang, H Liu, X Zhang, L Meng, Y Pan, Z Yu… - Geoderma, 2019 - Elsevier
Due to confounding factors such as crop residue and soil moisture, soil organic matter
(SOM) is usually estimated from soil samples in a laboratory or in the field at a local scale. In …

A comparision between satellite based and drone based remote sensing technology to achieve sustainable development: A review

B Bansod, R Singh, R Thakur, G Singhal - Journal of Agriculture and …, 2017 - jaeid.it
Precision agriculture is a way to manage the crop yield resources like water, fertilizers, soil,
seeds in order to increase production, quality, gain and reduce squander products so that …