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Combination of Spectral Angle Cosine and Band Depth Can Reduce the Specular Reflection Effects in Leaf Biochemical Parameters Estimation From Multiangular Hyperspectral Data

高光谱成像 镜面反射 遥感 反射(计算机编程) 三角函数 光学 计算机科学 地质学 物理 数学 几何学 程序设计语言
作者
Xiao Li,Zhongqiu Sun,Shan Lu,Kenji Omasa
出处
期刊:IEEE Transactions on Geoscience and Remote Sensing [Institute of Electrical and Electronics Engineers]
卷期号:63: 1-17
标识
DOI:10.1109/tgrs.2025.3580105
摘要

Leaf chlorophyll content (LCC) and equivalent water thickness (EWT) are critical indicators of plant physiological state and photosynthetic capacity. Hyperspectral measurements provide technical support for the efficient estimation of these leaf biochemical parameters. However, most current studies ignored the influence of leaf surface specular reflection, which reduces estimation accuracy, in the multi-angular measurements. This study proposed the spectral angle cosine-band depth indices (SACIBD), a method that transforms additive specular reflection into multiplicative differences using band depth (BD) and eliminates them via spectral angle cosine (SAC). Based on a multi-angular calibration dataset, the optimal spectral intervals (OSI) for SACIBD were identified. Then, SACIBD was validated across five independent leaf datasets and canopy imaging datasets obtained through close-range camera and LESS simulated scene. Results demonstrated that SACIBD efficiently captured biochemical-sensitive spectral absorption shape features (OSILCC: 658-748 nm and OSIEWT: 1872-2026 nm) and eliminated the specular reflection influence on biochemical estimation. Strong linear relationships with both LCC (R2=0.9) and EWT (R2=0.94) as well as validation results of five leaf datasets (LCC: RMSE = 5.98 μg/cm2, n = 2143; EWT: RMSE = 0.0031 g/cm2, n = 1919) confirmed the applicability of SACIBD for various measurement strategies and plant species in the estimation of leaf biochemical parameters. When the study was extended to the canopy level, SACIBD achieved similarly good accuracy (LCC: RMSE = 6.98 μg/cm², n = 104; EWT: RMSE = 0.0044 g/cm², n = 34). Thus, the novel combination of SAC and BD provides an effective tool for quantitative plant biochemistry research.
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