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An in situ approach for validation of canopy chlorophyll fluorescence radiative transfer models using the full emission spectrum

  • Weiwei Liu*
  • , Matti Mõttus
  • , Zbyněk Malenovský
  • , Shengwei Shi
  • , Luis Alonso
  • , Jon Atherton
  • , Albert Porcar-Castell
  • *Corresponding author for this work
    • Fujian Agriculture and Forestry University
    • University of Helsinki
    • University of Bonn

    Research output: Contribution to journal › Article › Scientific › peer-review

    Abstract

    The intensity and spectral properties of solar-induced chlorophyll fluorescence (SIF) carry valuable information on plant photosynthesis and productivity, but are also influenced by leaf and canopy structure. Physically based models provide a quantitative means to investigate how SIF intensity and spectra propagate and scale from the photosystem to the leaf and to the canopy levels. However, the validation of canopy SIF models is limited by the lack of methods that combine direct, independent, and complementary measurements of the full fluorescence spectrum at the leaf and canopy levels. Here, we propose a novel validation approach that combines in situ measurements of leaf and canopy fluorescence spectra. The approach is demonstrated with measurements in a rice crop at two contrasting stages of canopy development. We measured leaf reflectance, transmittance, and fluorescence spectra in situ, and subsequently inverted leaf structural and biochemical parameters and determined the leaf fluorescence quantum efficiency (FQE) using the Fluspect-Cx model. Two FQE inversion methods (Inversion-IIA and Inversion-IIB) were tested for the forward simulation of leaf fluorescence spectra. Leaf fluorescence spectra were then scaled up to the canopy level using 1D, 2D, and 3D radiative transfer schemes (SCOPE, mSCOPE, and DART), and compared with the direct canopy fluorescence spectral observations measured under red, green, blue, and white illumination. The validation results demonstrate that accounting for 3D canopy structure, as in the DART model, is critical to successfully scale the fluorescence spectrum from the leaf to the canopy level, whereas 1D SCOPE or even 2D mSCOPE were unable to fully reproduce the canopy fluorescence spectra. The results also demonstrate that the Inversion-IIB method matches relatively well the measurements with mean relative absolute errors (MRAE) of 20 %, 37 %, and 43 % versus Inversion-IIA with mean relative absolute errors (MRAE) of 62 %, 100 %, and 108 % for DART, mSCOPE, and SCOPE, respectively. We suggest that our validation approach is transferable to other plant species and canopy geometries, providing a means to standardize and evaluate the performance of canopy SIF models and improve our understanding of canopy SIF observations.

    Original languageEnglish
    Article number114490
    JournalRemote Sensing of Environment
    Volume316
    DOIs
    Publication statusPublished - 1 Jan 2025
    MoE publication typeA1 Journal article-refereed

    Funding

    This research has been co-financed by the Chinese Natural Science Foundation (Grant No. 42101325 ) and the Natural Science Foundation of Fujian Province, China (Grant No. 2021J01210949 ). MM was funded by the Academy of Finland (Grant No. 348035 ). JA was funded by the Academy of Finland (Grant No. 347929 ).

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 2 - Zero Hunger
      SDG 2 Zero Hunger

    Keywords

    • Fluorescence spectrum
    • LEDIF, SIF
    • Radiative transfer models
    • Validation

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