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Estimation of Seasonal Sun-Induced Fluorescence Dynamics of Indian Tropical Deciduous Forests using SCOPE and Sentinel-2 MSI
International Journal of Applied Earth Observation and Geoinformation ( IF 7.5 ) Pub Date : 2020-05-22 , DOI: 10.1016/j.jag.2020.102155
Sanjiv K. Sinha , Hitendra Padalia , N.R. Patel , Prakash Chauhan

This paper presents a new approach to estimate spatial Sun-Induced Fluorescence (SIF) using the empirical relationship between simulated Canopy Chlorophyll Concentration (CCC) and simulated SIF. PROSAIL model [PROpriétésSPECTrales (PROSPECT) and Scattering by Arbitrarily Inclined Leaves (SAIL) models] was used to simulate CCC. CCC maps were generated through an Automated Radiative Transfer Model Operator (ARTMO) using the PROSAIL model and Sentinel-2 Multi-Spectral Imager (MSI) imagery. The Soil Canopy Observation, Photochemistry, and Energy fluxes (SCOPE) model was used to simulate SIF emitted at 740 nm (SIF740), at 760 nm (SIF760), and top of canopy (SIFTOC) (640-850 nm). The SCOPE model, configured with the specification of the Sentinel-2 sensor, simulates SIF within the spectrum range of 640-850 nm. A non-linear logarithmic relationship (R2>0.9, p < 0.05) was observed between simulated SIF and simulated CCC. Simulated CCC was linearly related to observed CCC with R2 0.88, 0.92 and 0.89 and RMSE = 0.04, 0.17 and 0.09 gm/m2 at p < 0.05 for summer, post-monsoon and early winter respectively. Whereas, the simulated CCC did not capture the full range of CCC variability for the post-monsoon season. Simulated SIF (SIF760) was well correlated with SIF from Orbiting Carbon Observatory-2 (OCO-2) satellite with R2 0.68, 0.73 and 0.73 (RMSE = <1 W/m2/sr/μm, p < 0.05) for the month of summer (April), pre-monsoon (May) and early winter season (November) respectively. Temporal SIFTOC effectively captured the seasonal variability associated with the phenology of deciduous tree species. Among various Sentinel-2 MSI derived VIs, Red Edge NDVI (RENDVI) exhibited maximum sensitivity with SIF (highest monthly average R2> 0.6, p < 0.05). The spatial SIF would serve as an useful link between airborne /satellite derived SIF and in-situ fluorescence measurements to understand multiscale SIF variability of terrestrial vegetation.



中文翻译:

利用SCOPE和Sentinel-2 MSI估算印度热带落叶林的季节性太阳诱导荧光动力学

本文提出了一种利用模拟冠层叶绿素浓度(CCC)和模拟SIF之间的经验关系估计空间太阳诱导荧光(SIF)的新方法。使用PROSAIL模型[PROPRIétésSPECTrales(PROSPECT)和任意倾斜叶片散射(SAIL)模型]来模拟CCC。通过使用PROSAIL模型和Sentinel-2多光谱成像仪(MSI)图像的自动辐射转移模型算子(ARTMO)生成了CCC图。土壤冠层观测,光化学和能量通量(SCOPE)模型用于模拟在740 nm(SIF 740),760 nm(SIF 760)和树冠顶部(SIF TOC)发射的SIF)(640-850 nm)。配置了Sentinel-2传感器规格的SCOPE模型可以模拟640-850 nm光谱范围内的SIF。在模拟SIF和模拟CCC之间观察到非线性对数关系(R 2 > 0.9,p <0.05)。模拟的CCC与观测到的CCC呈线性相关,在夏季,季风后和初冬时,p <0.05的R 2分别为R 2 0.88、0.92和0.89,RMSE = 0.04、0.17和0.09 gm / m 2。而模拟的CCC并没有捕获季风后季节CCC变异的全部范围。模拟的SIF(SIF 760)与来自R 2的轨道碳观测站2(OCO-2)卫星的SIF很好地相关夏季(4月),季风前(5月)和初冬(11月)分别为0.68、0.73和0.73(RMSE = <1 W / m 2 / sr /μm,p <0.05)。时间SIF TOC有效地捕获了与落叶树种物候相关的季节性变化。在各种Sentinel-2 MSI衍生的VI中,Red Edge NDVI(RENDVI)表现出SIF的最高灵敏度(最高每月平均R 2 > 0.6,p <0.05)。空间SIF将作为机载/卫星衍生SIF与原位荧光测量之间的有用链接,以了解陆地植被的多尺度SIF变异性。

更新日期:2020-05-22
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