首页> 外文期刊>Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of >Estimation of Spruce Needle-Leaf Chlorophyll Content Based on DART and PARAS Canopy Reflectance Models
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Estimation of Spruce Needle-Leaf Chlorophyll Content Based on DART and PARAS Canopy Reflectance Models

机译:基于DART和PARAS冠层反射模型的云杉针叶叶绿素含量估算

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Needle-leaf chlorophyll content (Cab) of a Norway spruce stand was estimated from CHRIS-PROBA images using the canopy reflectance simulated by the PROSPECT model coupled with two canopy reflectance models: 1) discrete anisotropic radiative transfer model (DART); and 2) PARAS. The DART model uses a detailed description of the forest scene, whereas PARAS is based on the photon recollision probability theory and uses a simplified forest structural description. Subsequently, statistically significant empirical functions between the optical indices and and the needle-leaf Cab content were established and then applied to CHRIS-PROBA data. The Cab estimating regressions using were more robust than using since the latter was more sensitive to LAI, especially in case of PARAS. Comparison between Cab estimates showed strong linear correlations between PARAS and DART retrievals, with a nearly perfect one-to-one fit when using (, ). Further comparison with Cab estimated from an AISA Eagle image of the same stand showed better results for PARAS ( for ; for ) than for DART ( for ; for ). Although these results show the potential for simpler models like PARAS in estimating needle-leaf Cab from satellite imaging spectroscopy data, further analyses regarding parameterization of radiative transfer models are recommended.
机译:使用PROSPECT模型模拟的冠层反射率结合两个冠层反射率模型,通过CHRIS-PROBA图像估算挪威云杉林分的针叶叶绿素含量(Cab):1)离散各向异性辐射转移模型(DART);和2)PARAS。 DART模型使用森林场景的详细描述,而PARAS基于光子碰撞概率理论并使用简化的森林结构描述。随后,建立了光学指标和针叶驾驶室含量之间具有统计学意义的经验函数,然后将其应用于CHRIS-PROBA数据。使用的Cab估计回归比使用的更可靠,因为后者对LAI更为敏感,尤其是在PARAS的情况下。 Cab估算值之间的比较表明,PARAS和DART检索之间存在很强的线性相关性,使用(,)时几乎一对一拟合。与根据同一展位的AISA Eagle影像估算的Cab进行的进一步比较显示,对于PARAS(对于;表示)比DART(对于;表示)的结果更好。尽管这些结果显示了像PARAS这样的简单模型从卫星成像光谱数据估计针叶驾驶室的潜力,但建议对辐射传输模型的参数化进行进一步分析。

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