Remote sensing and machine learning for crop water stress determination in various crops: a critical review

SS Virnodkar, VK Pachghare, VC Patil, SK Jha - Precision Agriculture, 2020 - Springer
The remote sensing (RS) technique is less cost-and labour-intensive than ground-based
surveys for diverse applications in agriculture. Machine learning (ML), a branch of artificial …

A comprehensive assessment of remote sensing and traditional based drought monitoring indices at global and regional scale

N Alahacoon, M Edirisinghe - Geomatics, Natural Hazards and …, 2022 - Taylor & Francis
This study reports a comprehensive review on drought indices used in monitoring
meteorological, agricultural, hydrological, and socio-economic drought. Drought indices …

Multi-sensor remote sensing for drought characterization: current status, opportunities and a roadmap for the future

W Jiao, L Wang, MF McCabe - Remote Sensing of Environment, 2021 - Elsevier
Satellite based remote sensing offers one of the few approaches able to monitor the spatial
and temporal development of regional to continental scale droughts. A unique element of …

Estimation of winter wheat above-ground biomass using unmanned aerial vehicle-based snapshot hyperspectral sensor and crop height improved models

J Yue, G Yang, C Li, Z Li, Y Wang, H Feng, B Xu - Remote Sensing, 2017 - mdpi.com
Correct estimation of above-ground biomass (AGB) is necessary for accurate crop growth
monitoring and yield prediction. We estimated AGB based on images obtained with a …

Recent advances in crop water stress detection

SO Ihuoma, CA Madramootoo - Computers and Electronics in Agriculture, 2017 - Elsevier
In order to meet the demand for increased global food production under limited water
resources, implementation of suitable irrigation scheduling technique is crucial, particularly …

Estimation of soil moisture from optical and thermal remote sensing: A review

D Zhang, G Zhou - Sensors, 2016 - mdpi.com
As an important parameter in recent and numerous environmental studies, soil moisture
(SM) influences the exchange of water and energy at the interface between the land surface …

Advances in hyperspectral remote sensing of vegetation and agricultural crops

PS Thenkabail, JG Lyon, A Huete - Fundamentals, sensor systems …, 2018 - taylorfrancis.com
Hyperspectral data (Table 1) is acquired as continuous narrowbands (eg, each band with 1
to 10 nanometer or nm bandwidths) over a range of electromagnetic spectrum (eg, 400 …

[KIRJA][B] Fundamentals of satellite remote sensing: An environmental approach

E Chuvieco - 2020 - taylorfrancis.com
Fundamentals of Satellite Remote Sensing: An Environmental Approach, Third Edition, is a
definitive guide to remote sensing systems that focuses on satellite-based remote sensing …

Macro to micro: microwave remote sensing of plant water content for physiology and ecology

AG Konings, K Rao, SC Steele‐Dunne - New Phytologist, 2019 - Wiley Online Library
Although primarily valued for their suitability for oceanographic applications and soil
moisture estimation, microwave remote sensing observations are also sensitive to plant …

LESS: LargE-Scale remote sensing data and image simulation framework over heterogeneous 3D scenes

J Qi, D **e, T Yin, G Yan, JP Gastellu-Etchegorry… - Remote Sensing of …, 2019 - Elsevier
Abstract Three-dimensional (3D) radiative transfer modeling of the transport and interaction
of radiation through earth surfaces is challenging due to the complexity of the landscapes as …