Mapping spatio-temporal variation in Douglas-fir (Pseudotsuga menziesii) foliar biochemistry

D. Goodenough, K. Niemann, G. Quinn, Jessie Liu
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引用次数: 2

Abstract

A high resolution imaging spectroscopy study was conducted, which investigated the spatial and temporal diversity of biochemistry in Douglas-fir (Pseudotsuga menziesii) stands of southern Vancouver Island, Canada. An AVIRIS dataset with a nominal spatial resolution of 4m was acquired coincident with sample acquisition that measured organic and inorganic chemistry. An AISA dataset was colledted for the same study site. Partial least-squares regression was applied and chemistry was modeled from reflectance. Nitrogen, chlorophyll (a, b) were selected as contributing to reflectance responses. Chemistry estimation achieved R2 values ≥ 0.93 for both datasets. The models applied to the hyperspectral imagery yielded two temporally discrete datasets of biochemistry. Change detection analysis was conducted with attention to chlorophyll a/b for its ability to indentify regions of forest disturbance and stress. Factors affecting biochemistry were investigated with reference to laboratory data (management strategy and maturity).
Douglas-fir (pseudosuga menziesii)叶片生物化学的时空变化
采用高分辨率成像光谱研究了加拿大南温哥华岛道格拉斯杉木林分生物化学的时空多样性。获得了标称空间分辨率为4m的AVIRIS数据集,与测量有机和无机化学的样品采集相一致。在同一研究地点收集了一个亚洲数据集。采用偏最小二乘回归,并根据反射率建立化学模型。选择氮、叶绿素(a、b)参与反射响应。两个数据集的化学估计R2值均≥0.93。应用于高光谱图像的模型产生了两个时间上离散的生物化学数据集。叶绿素a/b对森林扰动和胁迫区域的识别能力进行了变化检测分析。参考实验室数据(管理策略和成熟度),探讨影响生化的因素。
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