Thermal imaging: The digital eye facilitates high-throughput phenotyping traits of plant growth and stress responses

T Wen, JH Li, Q Wang, YY Gao, GF Hao… - Science of The Total …, 2023 - Elsevier
Plant phenotyping is important for plants to cope with environmental changes and ensure
plant health. Imaging techniques are perceived as the most critical and reliable tools for …

[HTML][HTML] Crop water stress detection based on UAV remote sensing systems

H Dong, J Dong, S Sun, T Bai, D Zhao, Y Yin… - Agricultural Water …, 2024 - Elsevier
Agricultural water accounts for more than 70% of the total global water usage, and the
scarcity of global freshwater resources will largely limit global agricultural production …

Faba bean above-ground biomass and bean yield estimation based on consumer-grade unmanned aerial vehicle RGB images and ensemble learning

Y Ji, R Liu, Y Xiao, Y Cui, Z Chen, X Zong, T Yang - Precision Agriculture, 2023 - Springer
Accurately and economically estimated crop above-ground biomass (AGB) and bean yield
(BY) are critical for cultivation management in precision agriculture. Unmanned aerial …

Faba bean and pea harvest index estimations using aerial-based multimodal data and machine learning algorithms

Y Ji, Z Liu, Y Cui, R Liu, Z Chen, X Zong… - Plant …, 2024 - academic.oup.com
Early and high-throughput estimations of the crop harvest index (HI) are essential for crop
breeding and field management in precision agriculture; however, traditional methods for …

An overview of using unmanned aerial system mounted sensors to measure plant above-ground biomass

A Bazrafkan, N Delavarpour, PG Oduor, N Bandillo… - Remote Sensing, 2023 - mdpi.com
Conventional measurement methods for above-ground biomass (AGB) are time-consuming,
inaccurate, and labor-intensive. Unmanned aerial systems (UASs) have emerged as a …

Evaluation of wheat genotypes under water regimes using hyperspectral reflectance and agro-physiological parameters via genotype by yield* trait approaches in …

MA Darwish, AF Elkot, AMS Elfanah, AI Selim… - Agriculture, 2023 - mdpi.com
Drought is an environmental abiotic stress that diminishes wheat production worldwide. In
the present study, we evaluated fifty bread wheat genotypes (arranged in alpha lattice …

A systematic review on the application of UAV-based thermal remote sensing for assessing and monitoring crop water status in crop farming systems

HS Ndlovu, J Odindi, M Sibanda… - International Journal of …, 2024 - Taylor & Francis
The accurate assessment and monitoring of crop water status is a critical component of
precision agriculture. Over the recent decade, unmanned aerial vehicles (UAVs) integrated …

[PDF][PDF] Crop phenotyping studies with application to crop monitoring

X Jin, W Yang, JH Doonan, C Atzberger - Crop Journal, 2022 - research.aber.ac.uk
Crop yield must urgently be sustainably increased to accommodate a rising global
population and anticipated climate change in the coming decades, in the face of plant …

Rapid evaluation of drought tolerance of winter wheat cultivars under water-deficit conditions using multi-criteria comprehensive evaluation based on UAV …

Y Wu, J Ma, W Zhang, L Sun, Y Liu, B Liu… - … and Electronics in …, 2024 - Elsevier
Unmanned aerial vehicle (UAV) multispectral and thermal images, combined with machine
learning models, have been widely used for high-throughput phenotyping of crop traits and …

Predicting F v /F m and evaluating cotton drought tolerance using hyperspectral and 1D-CNN

C Guo, L Liu, H Sun, N Wang, K Zhang… - Frontiers in Plant …, 2022 - frontiersin.org
The chlorophyll fluorescence parameter Fv/Fm is significant in abiotic plant stress. Current
acquisition methods must deal with the dark adaptation of plants, which cannot achieve …