ArticleJournal of experimental botany2019
Dynamic leaf energy balance: deriving stomatal conductance from thermal imaging in a dynamic environment.
Article in Journal of experimental botany, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 1 of them a synthesis that pooled it.
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Who cites it
42 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Physiological and Molecular Approaches for Developing Thermotolerance in Vegetable Crops: A Growth, Yield and Sustenance Perspective.Frontiers in plant science · 2022Pooled it
- Using ΦPSII and leaf temperature as indicators of non-steady-state photosynthesis and stomatal conductance during stepwise changes in light intensity.Journal of experimental botany · 2026Article
- The red and blue light dialog of stomatal regulation for water-efficient crops.Plant physiology · 2026Review
- Non-Invasive Estimation of Short-Term Changes of Transpiration Using a Combination of 3D Imaging and Energy Balance Modelling.Plant, cell & environment · 2026Article
- Concurrent Temperature and Light Intensity Fluctuations Promote Stomatal Opening and Non-Steady State Photosynthesis.Plant, cell & environment · 2026Article
- Leaf gas exchange measurement for steady-state stomatal conductance model calibration.The New phytologist · 2026Article
- Automated calibration of stomatal conductance models from thermal imagery by leveraging synthetic images generated from Helios 3D biophysical model simulations.Journal of experimental botany · 2026Article
- Light Sources in Hyperspectral Imaging Simultaneously Influence Object Detection Performance and Vase Life of Cut Roses.Plants (Basel, Switzerland) · 2026Article
- Bridging scales: integrated multi-omics and deep phenotyping for climate resilience in crop plants.Frontiers in plant science · 2026Review
- Beyond the boundary: a new road to improve photosynthesis via wind.Journal of experimental botany · 2025Review
- DynG: a dynamic scaling factor for thermographic stomatal conductance estimation under changing environmental conditions.The New phytologist · 2025Article
- Estimating Leaf COPlant, cell & environment · 2025Article
- Smarter stomata: emergent technologies unlocking yield potential in a changing climate.AoB PLANTS · 2025Review
- Combined effect of salt stress and high light in plants: from basic statistical approach to machine learning methods.BMC plant biology · 2025Article
- Reduced stomatal density in wheat overexpressing EPIDERMAL PATTERNING FACTOR1 differentially affects red and blue light responses.Plant physiology · 2025Article
- A simple new method to determine leaf specific heat capacity.Plant methods · 2025Article
- Investigating the Effect of Syringe Infiltration onACS agricultural science & technology · 2025Article
- Exploring natural genetic diversity in a bread wheat multi-founder population: dual imaging of photosynthesis and stomatal kinetics.Journal of experimental botany · 2024Article
- Speedy stomata of a CPlant, cell & environment · 2024Article
- The interaction between titanium dioxide nanoparticles and light can have dualistic effects on the physiological responses of plants.Environmental science and pollution research international · 2024Article
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
In spite of the significant progress made in recent years, the use of thermography to derive biologically relevant traits remains a challenge under fluctuating conditions. The aim of this study was to rethink the current method to process thermograms and derive temporal responses of stomatal conductance (gsw) using dynamic energy balance equations. Time-series thermograms provided the basis for a spatial and temporal characterization of gsw responses in wheat (Triticum aestivum). A leaf replica with a known conductance was used to validate the approach and to test the ability of our model to be used with any material and under any environmental conditions. The results highlighted the importance of the co-ordinated stomatal responses that run parallel to the leaf blade despite their patchy distribution. The diversity and asymmetry of the temporal response of gsw observed after a step increase and step decrease in light intensity can be interpreted as a strategy to maximize photosynthesis per unit of water loss and avoid heat stress in response to light flecks in a natural environment. This study removes a major bottleneck for plant phenotyping platforms and will pave the way to further developments in our understanding of stomatal behaviour.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.