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From the Arctic to the tropics: multibiome prediction of leaf mass per area using leaf reflectance
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Leaf Mass Area, Leaf Carbon and Nitrogen Content, Kougarok Road and Teller Road, Seward Peninsula, Alaska, 2016
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Spectroscopic determination of leaf nutritional, morphological, and metabolic traits
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Piosl-5:Construction of Piosl Model Considering Leaf Nitrogen Distribution
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Piosl-5: Construction of Piosl Model Considering Leaf Nitrogen Distribution
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Remote Detection and Monitoring of Plant Traits: Theory and Practice
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Hybrid modelling of leaf traits: Integrating neural networks with radiative transfer theory
inferred← citeshttps://doi.org/10.1016/j.rse.2026.115484openalex-snapshot
Actual photosynthetic yield retrieval based on canopy reflectance: The role of co-varying, red-shifted absorbance behaviour
inferred← citeshttps://doi.org/10.1016/j.xplc.2021.100209openalex-snapshot
Hyperspectral reflectance-based phenotyping for quantitative genetics in crops: Progress and challenges
inferred← citeshttps://doi.org/10.1029/2021jg006697openalex-snapshot
Remote Sensing of Tundra Ecosystems Using High Spectral Resolution Reflectance: Opportunities and Challenges
inferred← citeshttps://doi.org/10.1029/2023jg007753openalex-snapshot
Variability in Forest Plant Traits Along the Western Ghats of India and Their Environmental Drivers at Different Resolutions
inferred← citeshttps://doi.org/10.1029/2024ef005836openalex-snapshot
Globally Mapping the Nitrogen Stable Isotope Ratios of Terrestrial Vegetation From 1984 to 2022
inferred← citeshttps://doi.org/10.1039/d4np00006dopenalex-snapshot
Current and emerging tools and strategies for the identification of bioactive natural products in complex mixtures
inferred← citeshttps://doi.org/10.1080/01431161.2023.2216847openalex-snapshot
Retrieving plant functional traits through time series analysis of satellite observations using machine learning methods
inferred← citeshttps://doi.org/10.1088/1748-9326/abf28bopenalex-snapshot
Arctic tundra shrubification: a review of mechanisms and impacts on ecosystem carbon balance
inferred← citeshttps://doi.org/10.1088/1748-9326/abf464openalex-snapshot
Multiscale mapping of plant functional groups and plant traits in the High Arctic using field spectroscopy, UAV imagery and Sentinel-2A data
inferred← citeshttps://doi.org/10.1088/1755-1315/1551/1/012006openalex-snapshot
Deep Learning for Improved SWIR-2 Spectral Reflectance and Transmittance of Fresh Green Tea Leaves
inferred← citeshttps://doi.org/10.1088/2752-664x/ad4bebopenalex-snapshot
Ecosystem functional types of the circumpolar Arctic tundra based on the seasonal dynamics of vegetation productivity
inferred← citeshttps://doi.org/10.1093/aobpla/plac053openalex-snapshot
Plastic response of leaf traits to N deficiency in field-grown maize
inferred← citeshttps://doi.org/10.1093/jxb/erab255openalex-snapshot
Detection of the metabolic response to drought stress using hyperspectral reflectance
inferred← citeshttps://doi.org/10.1093/jxb/erab295openalex-snapshot
A best-practice guide to predicting plant traits from leaf-level hyperspectral data using partial least squares regression
inferred← citeshttps://doi.org/10.1093/jxb/erac045openalex-snapshot
Can we improve the chilling tolerance of maize photosynthesis through breeding?
inferred← citeshttps://doi.org/10.1093/jxb/erad426openalex-snapshot
Rapid quantification of biological nitrogen fixation using optical spectroscopy
inferred← citeshttps://doi.org/10.1094/phyto-01-23-0030-ropenalex-snapshot
Scalable Early Detection of Grapevine Viral Infection with Airborne Imaging Spectroscopy
inferred← citeshttps://doi.org/10.1094/phyto-02-23-0061-ropenalex-snapshot
Non-Destructive Monitoring of Foliar Fungicide Efficacy with Hyperspectral Sensing in Grapevine
inferred← citeshttps://doi.org/10.1101/2020.06.03.131375openalex-snapshot
Leaf reflectance can surrogate foliar economics better than physiological traits across macrophyte species
inferred← citeshttps://doi.org/10.1101/2023.05.09.538942openalex-snapshot
Environmentally driven changes in leaf spectral signatures impact plant spectral taxonomy
inferred← citeshttps://doi.org/10.1101/2023.12.21.572933openalex-snapshot
High throughput screening of Leaf Economics traits in six wine grape varieties
inferred← citeshttps://doi.org/10.1109/tgrs.2023.3270892openalex-snapshot
Fractional-Order Derivative Spectral Transformations Improved Partial Least Squares Regression Estimation of Photosynthetic Capacity From Hyperspectral Reflectance
inferred← citeshttps://doi.org/10.1109/tgrs.2025.3567063openalex-snapshot
PIOSL-5 With Nitrogen as an Independent Input Parameter and Accurate Estimation of Leaf Nitrogen
inferred← citeshttps://doi.org/10.1111/1365-2745.13389openalex-snapshot
Optical traits perform equally well as directly‐measured functional traits in explaining the impact of an invasive plant on litter decomposition
inferred← citeshttps://doi.org/10.1111/1365-2745.13972openalex-snapshot
Plant spectra as integrative measures of plant phenotypes
inferred← citeshttps://doi.org/10.1111/1365-2745.13976openalex-snapshot
Remote sensing from unoccupied aerial systems: Opportunities to enhance Arctic plant ecology in a changing climate
inferred← citeshttps://doi.org/10.1111/2041-210x.13432openalex-snapshot
One leaf for all: Chemical traits of single leaves measured at the leaf surface using near‐infrared reflectance spectroscopy
inferred← citeshttps://doi.org/10.1111/2041-210x.13958openalex-snapshot
Reflectance spectroscopy allows rapid, accurate and non‐destructive estimates of functional traits from pressed leaves
inferred← citeshttps://doi.org/10.1111/2041-210x.70100openalex-snapshot
Spectral wavelength range influences the performance of chemometric models estimating various foliar functional traits
inferred← citeshttps://doi.org/10.1111/ele.70452openalex-snapshot
Remote Spectral Detection of Canopy Functional Dimensions Varying Within and Across Forest Types
inferred← citeshttps://doi.org/10.1111/gcb.15958openalex-snapshot
Reducing model uncertainty of climate change impacts on high latitude carbon assimilation
inferred← citeshttps://doi.org/10.1111/gcb.16855openalex-snapshot
Picturing local adaptation: Spectral and structural traits from drone remote sensing reveal clinal responses to climate transfer in common‐garden trials of interior spruce (Picea engelmannii × glauca)
inferred← citeshttps://doi.org/10.1111/geb.13306openalex-snapshot
Plant spectral diversity as a surrogate for species, functional and phylogenetic diversity across a hyper‐diverse biogeographic region
inferred← citeshttps://doi.org/10.1111/geb.13381openalex-snapshot
LT‐Brazil: A database of leaf traits across biomes and vegetation types in Brazil
inferred← citeshttps://doi.org/10.1111/geb.13680openalex-snapshot
Global leaf‐trait mapping based on optimality theory
inferred← citeshttps://doi.org/10.1111/nph.16711openalex-snapshot
Foliar functional traits from imaging spectroscopy across biomes in eastern North America
inferred← citeshttps://doi.org/10.1111/nph.17579openalex-snapshot
Spectroscopy outperforms leaf trait relationships for predicting photosynthetic capacity across different forest types
inferred← citeshttps://doi.org/10.1111/nph.17731openalex-snapshot
Reading light: leaf spectra capture fine‐scale diversity of closely related, hybridizing arctic shrubs
inferred← citeshttps://doi.org/10.1111/nph.18204openalex-snapshot
Leaf spectroscopy reveals divergent inter‐ and intra‐species foliar trait covariation and trait–environment relationships across NEON domains
inferred← citeshttps://doi.org/10.1111/nph.18713openalex-snapshot
Predicting leaf traits across functional groups using reflectance spectroscopy
inferred← citeshttps://doi.org/10.1111/nph.18901openalex-snapshot
The effect of the vertical gradients of photosynthetic parameters on the CO2 assimilation and transpiration of a Panamanian tropical forest
inferred← citeshttps://doi.org/10.1111/nph.19237openalex-snapshot
Innovations in plant science from integrative remote sensing research: an introduction to a Virtual Issue
inferred← citeshttps://doi.org/10.1111/nph.19807openalex-snapshot
Unveiling the transferability of PLSR models for leaf trait estimation: lessons from a comprehensive analysis with a novel global dataset
inferred← citeshttps://doi.org/10.1111/nph.20267openalex-snapshot
Linking leaf dark respiration to leaf traits and reflectance spectroscopy across diverse forest types
inferred← citeshttps://doi.org/10.1111/nph.70219openalex-snapshot
Deciphering the variability of leaf phosphorus‐allocation strategies using leaf economic traits and reflectance spectroscopy across diverse forest types
inferred← citeshttps://doi.org/10.1111/nph.70357openalex-snapshot
Seeing herbaria in a new light: leaf reflectance spectroscopy unlocks trait and classification modeling in plant biodiversity collections
inferred← citeshttps://doi.org/10.1111/nph.70661openalex-snapshot
High‐temperature acclimation of photosystem II in land plants
inferred← citeshttps://doi.org/10.1111/pce.70323openalex-snapshot
Leaf Elementomes Reveal Close Links With Leaf Water‐Use Strategies Across Diverse Forest Ecosystems: Insights From Trait Coordination and Reflectance Spectroscopy
inferred← citeshttps://doi.org/10.1128/msystems.01228-21openalex-snapshot
Plant Disease Sensing: Studying Plant-Pathogen Interactions at Scale
inferred← citeshttps://doi.org/10.1139/cjfr-2019-0452openalex-snapshot
Foliar sampling with an unmanned aerial system (UAS) reveals spectral and functional trait differences within tree crowns
inferred← citeshttps://doi.org/10.1139/cjfr-2023-0280openalex-snapshot
Rapid estimates of leaf litter chemistry using reflectance spectroscopy
inferred← citeshttps://doi.org/10.1146/annurev-phyto-021021-042636openalex-snapshot
Climate Change Effects on Pathogen Emergence: Artificial Intelligence to Translate Big Data for Mitigation
inferred← citeshttps://doi.org/10.1186/s12302-026-01346-3openalex-snapshot
Advancing optical earth observation for EU policies: needs, opportunities, recommendations
inferred← citeshttps://doi.org/10.1186/s13007-021-00816-4openalex-snapshot
Leaf reflectance can surrogate foliar economics better than physiological traits across macrophyte species
inferred← citeshttps://doi.org/10.1186/s13007-023-01001-5openalex-snapshot
TSWIFT: Tower Spectrometer on Wheels for Investigating Frequent Timeseries for high-throughput phenotyping of vegetation physiology
inferred← citeshttps://doi.org/10.1186/s13007-026-01515-8openalex-snapshot
Non-destructive monitoring of root biomass in hydroponically grown leafy vegetables: comparison between machine learning-based RGB and hyperspectral imaging
inferred← citeshttps://doi.org/10.1186/s13717-020-00255-4openalex-snapshot
Current and near-term advances in Earth observation for ecological applications
inferred← citeshttps://doi.org/10.1371/journal.pone.0237975openalex-snapshot
A multi-omics approach to solving problems in plant disease ecology
inferred← citeshttps://doi.org/10.1371/journal.pone.0258791openalex-snapshot
Rapid estimation of photosynthetic leaf traits of tropical plants in diverse environmental conditions using reflectance spectroscopy
inferred← citeshttps://doi.org/10.17521/cjpe.2022.0223openalex-snapshot
Hyperspectral remote sensing of plant functional traits: monitoring techniques and future advances
inferred← citeshttps://doi.org/10.18122/td/1658/boisestateopenalex-snapshot
Complexity and Dynamics of Semi-Arid Vegetation Structure, Function and Diversity Across Spatial Scales from Full Waveform Lidar
inferred← citeshttps://doi.org/10.18174/639856openalex-snapshot
How do maize plants respond to nitrogen availability? : The spatial and temporal distribution of nitrogen within the canopy
inferred← citeshttps://doi.org/10.2139/ssrn.5247309openalex-snapshot
Estimating Biomass in Alpine Grasslands Using Multiple-Year Imaging Spectroscopy Data
inferred← citeshttps://doi.org/10.2139/ssrn.5938116openalex-snapshot
Estimating Biomass in Alpine Grasslands: Impact of Topographic Correction Using Multiple-Year Imaging Spectroscopy Data
inferred← citeshttps://doi.org/10.2139/ssrn.6179169openalex-snapshot
PadSpectra: A Transformer-based Mixture-of-Experts AutoEncoder for Leafand soil Spectral Reconstruction in the Solar Range
inferred← citeshttps://doi.org/10.2139/ssrn.6963470openalex-snapshot
Cross-species and cross-scale retrieval of mangrove functional traits using hyperspectral data and GA-ELM
inferred← citeshttps://doi.org/10.2139/ssrn.7454949openalex-snapshot
Estimation of Foliar Trace Elements in Poplar by Hyperspectral Proximity Sensing: A Multi-Taxon, Multi-Age, and Multi-Site Approach
inferred← citeshttps://doi.org/10.3389/fpls.2022.828451openalex-snapshot
Prediction of Photosynthetic, Biophysical, and Biochemical Traits in Wheat Canopies to Reduce the Phenotyping Bottleneck
inferred← citeshttps://doi.org/10.3389/fpls.2024.1426077openalex-snapshot
Utilizing VSWIR spectroscopy for macronutrient and micronutrient profiling in winter wheat
inferred← citeshttps://doi.org/10.3389/frsen.2021.743320openalex-snapshot
Airborne and Spaceborne Lidar Reveal Trends and Patterns of Functional Diversity in a Semi-Arid Ecosystem
inferred← citeshttps://doi.org/10.3390/agriculture15010046openalex-snapshot
Transfer Learning Estimation and Transferability of LNC and LMA Across Different Datasets
inferred← citeshttps://doi.org/10.3390/horticulturae9111185openalex-snapshot
Morpho-Physiological, Chlorophyll Fluorescence, and Diffuse Reflectance Spectra Characteristics of Lettuce under the Main Macronutrient Deficiency
inferred← citeshttps://doi.org/10.3390/land11040572openalex-snapshot
Linking Land Use and Plant Functional Diversity Patterns in Sabah, Borneo, through Large-Scale Spatially Continuous Sentinel-2 Inference
inferred← citeshttps://doi.org/10.3390/plants10091867openalex-snapshot
Coupling Relationship of Leaf Economic and Hydraulic Traits of Alhagisparsifolia Shap. in a Hyper-Arid Desert Ecosystem
inferred← citeshttps://doi.org/10.3390/rs13163235openalex-snapshot
Impact of Modeling Abstractions When Estimating Leaf Mass per Area and Equivalent Water Thickness over Sparse Forests Using a Hybrid Method
inferred← citeshttps://doi.org/10.3390/rs13173352openalex-snapshot
Forest Leaf Mass per Area (LMA) through the Eye of Optical Remote Sensing: A Review and Future Outlook
inferred← citeshttps://doi.org/10.3390/rs13183761openalex-snapshot
Optimized Estimation of Leaf Mass per Area with a 3D Matrix of Vegetation Indices
inferred← citeshttps://doi.org/10.3390/rs16081382openalex-snapshot
Crop Canopy Nitrogen Estimation from Mixed Pixels in Agricultural Lands Using Imaging Spectroscopy
inferred← citeshttps://doi.org/10.3390/s26051665openalex-snapshot
Full-Spectrum Hyperspectral Modeling of Leaf Dry Matter Content Using a Stacked Ensemble Framework
inferred← citeshttps://doi.org/10.47328/ufvbbt.2022.762openalex-snapshot
Como a espectroscopia foliar pode contribuir para a caracterização funcional da vegetação de altitude?
inferred← citeshttps://doi.org/10.5194/essd-18-245-2026openalex-snapshot
The Global Spectra-Trait Initiative: A database of paired leaf spectroscopy and functional traits associated with leaf photosynthetic capacity
inferred← citeshttps://doi.org/10.5334/dsj-2021-011openalex-snapshot
Sample Identifiers and Metadata to Support Data Management and Reuse in Multidisciplinary Ecosystem Sciences
Editorial review for independent work. ICSAC — the Institute for Complexity
Science and Advanced Computing — runs a structured editorial panel for researchers
publishing outside journals, and publishes on CiteStamp rails. Submission is free
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