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首页> 外文期刊>Journal of Applied Remote Sensing >Predictability of leaf area index using vegetation indices from multiangular CHRIS/PROBA data over eastern China
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Predictability of leaf area index using vegetation indices from multiangular CHRIS/PROBA data over eastern China

机译:利用植被指数从中国东部多角度CHRIS / PROBA数据预测叶面积指数

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This study analyzed the predictability of leaf area index (LAI) to the variation of vegetation type, observation angle, and vegetation index (VI). The analysis was conducted by using the R-2 of the LAI-VI models between in situ measured LAIs and VIs derived from CHRIS/PROBA data. The results show that the discrepancy of vegetation type mostly influences the LAI-VI models. The predictability of LAI to the variation of both vegetation type and index demonstrates the differences of oblique/vertical and backward/forward observations, and backward series are greater than the forward. The predictabilities of LAI to the variation of observation angle are greatest for the soil-adjusted VIs and least for the traditional ratio-based indices. Multivariable linear modeling with all VIs from all five angles yields acceptable accuracy except for the sparse shrub. The backward less-oblique observation (-36 deg) is the only angle chosen in the modeling for grass, shrub, and broad leaf forest, while the nadir view performs best for forests with coniferous trees. These results provide a reference to multiangular LAI estimation for different vegetation communities. VIs accounting for angular soil effects require further investigation in the future. (C) The Authors. Published by SPIE under a Creative Commons Attribution 3.0 Unported License.
机译:这项研究分析了叶面积指数(LAI)对植被类型,观测角度和植被指数(VI)变化的可预测性。通过使用LAI-VI模型的R-2在原位测量的LAI和从CHRIS / PROBA数据得出的VI之间进行分析。结果表明,植被类型的差异主要影响LAI-VI模型。 LAI对植被类型和指数变化的可预测性表明了倾斜/垂直和后向/前向观测的差异,并且后向序列大于前向。对于土壤调整后的VI,LAI对观测角变化的可预测性最大,而对于传统的基于比率的指标,LAI的可预测性最大。从所有五个角度对所有VI进行的多变量线性建模,除稀疏灌木外,均可产生可接受的精度。对于草,灌木和阔叶林,建模时选择的唯一角度是向后倾斜度较小(-36度),而对于有针叶树的森林,最低点视图的观察效果最佳。这些结果为不同植被群落的多角度LAI估计提供了参考。考虑到角度土壤影响的VI将来需要进一步研究。 (C)作者。由SPIE根据Creative Commons Attribution 3.0 Unported License发布。

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