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Asymmetry of leaf internal structure affects PLSR modelling of anatomical traits using VIS-NIR leaf level spectra
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SYSNO ASEP 0580083 Document Type J - Journal Article R&D Document Type Journal Article Subsidiary J Článek ve WOS Title Asymmetry of leaf internal structure affects PLSR modelling of anatomical traits using VIS-NIR leaf level spectra Author(s) Neuwirthová, E. (CZ)
Lhotáková, Z. (CZ)
Červená, L. (CZ)
Lukeš, Petr (UEK-B) ORCID, SAI, RID
Campbell, P. (US)
Albrechtová, J. (CZ)Article number 2292154 Source Title European Journal of Remote Sensing
Roč. 57, č. 1 (2024)Number of pages 11 s. Language eng - English Country IT - Italy Keywords co2 transfer conductance ; absorption-spectra ; optical-properties ; chlorophyll-a ; water-stress ; reflectance ; light ; leaves ; temperate ; thickness ; Planar leaves ; leaf thickness ; palisade ; spongy parenchyma ; contact probe ; two-sided reflectance ; leaf optical properties ; leaf traits ; vegetation function Subject RIV GK - Forestry OECD category Remote sensing R&D Projects LTAUSA18154 GA MŠMT - Ministry of Education, Youth and Sports (MEYS) Method of publishing Open access Institutional support UEK-B - RVO:86652079 UT WOS 001126901300001 EID SCOPUS 85180362951 DOI 10.1080/22797254.2023.2292154 Annotation Leaf traits can be used to elucidate vegetation functional responses to global climate change. Pigments, water and leaf mass per area are the most used traits. However, detailed anatomical traits such as leaf thickness, the thickness of palisade and spongy parenchyma are often neglected, although they affect leaf physiological function and optical properties. Our aim was to produce partial least squares regression (PLSR) models for estimating leaf traits using biconical reflectance factor (BCRF). We established that estimation of leaf anatomical properties differs when using BCRF obtained from the upper and lower surface of the leaf. PLSR explained that 90% of the variability was based on total chlorophyll content (R2 = 0.95), spongy parenchyma to leaf thickness ratio (R2 = 0.94), equivalent water thickness (R2 = 0.93) and leaf mass per area (R2 = 0.91) or leaf thickness (R2 = 0.90). We conclude that internal asymmetry in leaf structure affects significantly leaf optical properties and should not be neglected in radiative transfer modelling at the leaf level and when upscaling leaf properties to the canopy. Workplace Global Change Research Institute Contact Nikola Šviková, svikova.n@czechglobe.cz, Tel.: 511 192 268 Year of Publishing 2025 Electronic address https://www.tandfonline.com/doi/full/10.1080/22797254.2023.2292154
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