首页> 外文期刊>Frontiers in Plant Science >Can Leaf Water Content Be Estimated Using Multispectral Terrestrial Laser Scanning? A Case Study With Norway Spruce Seedlings
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Can Leaf Water Content Be Estimated Using Multispectral Terrestrial Laser Scanning? A Case Study With Norway Spruce Seedlings

机译:可以使用多光谱地面激光扫描来估计叶片含水量吗?挪威云杉幼苗的案例研究

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摘要

Changing climate is increasing the amount and intensity of forest stress agents, such as drought, pest insects, and pathogens. Leaf water content, measured here in terms of equivalent water thickness (EWT), is an early indicator of tree stress that provides timely information about the health status of forests. Multispectral terrestrial laser scanning (MS-TLS) measures target geometry and reflectance simultaneously, providing spatially explicit reflectance information at several wavelengths. EWT and leaf internal structure affect leaf reflectance in the shortwave infrared region that can be used to predict EWT with MS-TLS. A second wavelength that is sensitive to leaf internal structure but not affected by EWT can be used to normalize leaf internal effects on the shortwave infrared region and improve the prediction of EWT. Here we investigated the relationship between EWT and laser intensity features using multisensor MS-TLS at 690, 905, and 1,550 nm wavelengths with both drought-treated and Endoconidiophora polonica inoculated Norway spruce seedlings to better understand how MS-TLS measurements can explain variation in EWT. In our study, a normalized ratio of two wavelengths at 905 and 1,550 nm and length of seedling explained 91% of the variation ( R ~(2)) in EWT as the respective prediction accuracy for EWT was 0.003 g/cm~(2)in greenhouse conditions. The relation between EWT and the normalized ratio of 905 and 1,550 nm wavelengths did not seem sensitive to a decreased point density of the MS-TLS data. Based on our results, different EWTs in Norway spruce seedlings show different spectral responses when measured using MS-TLS. These results can be further used when developing EWT monitoring for improving forest health assessments.
机译:气候变化正在增加诸如干旱,害虫和病原体等森林胁迫因子的数量和强度。叶水含量(此处以当量水厚度(EWT)表示)是树木压力的早期指标,可及时提供有关森林健康状况的信息。多光谱地面激光扫描(MS-TLS)可同时测量目标几何形状和反射率,从而在多个波长下提供空间明确的反射率信息。 EWT和叶片内部结构影响短波红外区域中的叶片反射率,可用于通过MS-TLS预测EWT。对叶片内部结构敏感但不受EWT影响的第二个波长可用于规范叶片对短波红外区域的内部影响并改善EWT的预测。在这里,我们研究了使用多传感器MS-TLS在690、905和1,550 nm波长下对干旱和内生孢子粉接种的挪威云杉幼苗进行的EWT与激光强度特征之间的关系,以便更好地了解MS-TLS测量如何解释EWT的变化。在我们的研究中,两个波长在905和1,550 nm处的归一化比率以及幼苗的长度解释了EWT的91%的变化(R〜(2)),因为对EWT的预测精度分别为0.003 g / cm〜(2)在温室条件下。 EWT与905和1,550 nm波长的归一化比率之间的关系似乎对降低MS-TLS数据的点密度不敏感。根据我们的结果,使用MS-TLS测量时,挪威云杉幼苗的不同EWT表现出不同的光谱响应。在开发EWT监测以改善森林健康评估时,可以进一步使用这些结果。

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