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 …

Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources

S Salcedo-Sanz, P Ghamisi, M Piles, M Werner… - Information …, 2020 - Elsevier
This paper reviews the most important information fusion data-driven algorithms based on
Machine Learning (ML) techniques for problems in Earth observation. Nowadays we …

Ensuring agricultural sustainability through remote sensing in the era of agriculture 5.0

V Martos, A Ahmad, P Cartujo, J Ordoñez - Applied Sciences, 2021 - mdpi.com
Timely and reliable information about crop management, production, and yield is considered
of great utility by stakeholders (eg, national and international authorities, farmers …

Spatio-temporal fusion for remote sensing data: An overview and new benchmark

J Li, Y Li, L He, J Chen, A Plaza - Science China Information Sciences, 2020 - Springer
Spatio-temporal fusion (STF) aims at fusing (temporally dense) coarse resolution images
and (temporally sparse) fine resolution images to generate image series with adequate …

Interoperability of ECOSTRESS and Landsat for map** evapotranspiration time series at sub-field scales

MC Anderson, Y Yang, J Xue, KR Knipper… - Remote Sensing of …, 2021 - Elsevier
Land-surface temperature retrieved from thermal infrared (TIR) remote sensing has proven
to be a valuable constraint in surface energy balance models for estimating …

Assessing the accuracy of OpenET satellite-based evapotranspiration data to support water resource and land management applications

JM Volk, JL Huntington, FS Melton, R Allen… - Nature Water, 2024 - nature.com
Remotely sensed evapotranspiration (ET) data offer strong potential to support data-driven
approaches for sustainable water management. However, practitioners require robust and …

Modelling high-resolution actual evapotranspiration through Sentinel-2 and Sentinel-3 data fusion

R Guzinski, H Nieto, I Sandholt, G Karamitilios - Remote Sensing, 2020 - mdpi.com
The Sentinel-2 and Sentinel-3 satellite constellation contains most of the spatial, temporal
and spectral characteristics required for accurate, field-scale actual evapotranspiration (ET) …

Recent advances in evapotranspiration estimation using artificial intelligence approaches with a focus on hybridization techniques—a review

MY Chia, YF Huang, CH Koo, KF Fung - Agronomy, 2020 - mdpi.com
Difficulties are faced when formulating hydrological processes, including that of
evapotranspiration (ET). Conventional empirical methods for formulating these possess …

[HTML][HTML] Accurate estimates of land surface energy fluxes and irrigation requirements from UAV-based thermal and multispectral sensors

J Peng, H Nieto, MN Andersen, K Kørup… - ISPRS Journal of …, 2023 - Elsevier
The two-source energy balance model estimates canopy transpiration (Tr) and soil
evaporation (E) traditionally from satellite partitions of remotely sensed land surface …

Evaluation of TSEB turbulent fluxes using different methods for the retrieval of soil and canopy component temperatures from UAV thermal and multispectral imagery

H Nieto, WP Kustas, A Torres-Rúa, JG Alfieri, F Gao… - Irrigation Science, 2019 - Springer
Abstract The thermal-based Two-Source Energy Balance (TSEB) model partitions the
evapotranspiration (ET) and energy fluxes from vegetation and soil components providing …