Retrieval of leaf-level fluorescence quantum efficiency and NPQ-related xanthophyll absorption through spectral unmixing strategies for future VIS-NIR imaging spectroscopy

REMOTE SENSING OF ENVIRONMENT(2024)

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摘要
Current and future vegetation imaging spectroscopy satellites will bring a new data stream of information, of high scientific value to refine existing remote sensing products, and develop new ones. The sensors on board ESA's Fluorescence Explorer (FLEX) will cover the entire 500-780 nm range, designed to track the photosynthetic energy partitioning based on the key pigment players in the light reactions. To quantify the actual photosynthetic efficiency unambiguously, the dynamic pigment absorption behavior is crucial to complement the fluorescence information. An important role is given by the xanthophylls, regulating the non -photosynthetic quenching (NPQ) behavior which affects the 500-600 nm range. Therefore, this work focused on the development of a non -negative least squares (NNLS) spectral unmixing algorithm for reflectance (500-780 nm) retrieving the effective absorbance of individual pigments, i.e., Chlorophyll (Chl) a and b, beta -Carotene and xanthophylls. The NNLS fitting was applied to fit the total effective absorbance at leaf level, linearly composed of pigment and background absorption coefficient spectra. The model succeeded to obtain spectral fitting errors generally below 20% across the 500-780 nm range. Further, we focused on the further use of the effective absorbance by Chlorophyll a to calculate the absorbed photosynthetically active radiation or APAR Chl a. This product was combined with the total emitted fluorescence flux (670-780 nm), expressed in photon flux units, to obtain the fluorescence quantum efficiency (FQE), capturing the stress -related fluorescence quenching in the light reactions. Finally, we applied the leaf -based algorithm to foreseen FLEX image products simulated by the FLEX End -to -End Scene Generator. We were able to retrieve APAR Chl a with a RMSE of 85.5 mu mol m- 2 s- 1 (NNLS with additional upper fitting constraints) and 158.2 mu mol m- 2 s- 1 (regular NNLS), and FQE retrievals could be obtained with an R2 of 0.93 and 0.90, respectively. While the subtle xanthophyll absorption could be meaningfully fitted at the leaf scale, further improvements to the algorithms and an understanding of the physiological mechanisms are needed to deal with the complexity at larger scales. Given several challenges to be overcome, the proposed bottom -up strategy using specific pigment absorbance unmixing for (imaging) spectroscopy demonstrates the ongoing developments to complement the fluorescence product, with the aim to provide an unambiguous estimate on the actual carbon sequestration of vegetation.
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关键词
Actual photosynthesis,Antheraxanthin,Beer-Lambert law,Effective absorption,End-to-End Scene Generator,fAPAR,FLORIS,Fluorescence explorer,Hyperspectral,Photoprotection,Photosynthetic light reactions,Xanthophylls
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