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Preprocessing Ground-Based Visible/Near Infrared Imaging Spectroscopy Data Affected by Smile Effects

机译:预处理受微笑效应影响的地面可见/近红外成像光谱数据

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摘要

A data set of very high-resolution visibleear infrared hyperspectral images of young Pinus contorta trees was recorded to study the effects of herbicides on this invasive species. The camera was fixed on a frame while the potted trees were moved underneath on a conveyor belt. To account for changing illumination conditions, a white reference bar was included at the edge of each image line. Conventional preprocessing of the images, i.e., dividing measured values by values from the white reference bar in the same image line, failed and resulted in bad quality spectra with oscillation patterns that are most likely due to wavelength shifts across the sensor’s field of view (smile effect). An additional hyperspectral data set of a Spectralon white reference panel could be used to characterize and correct the oscillations introduced by the division, resulting in a high quality spectra that document the effects of herbicides on the reflectance characteristics of coniferous trees. While the spectra of untreated trees remained constant over time, there were clear temporal changes in the spectra of trees treated with both herbicides. One herbicide worked within days, the other one within weeks. Ground-based imaging spectroscopy with meaningful preprocessing proved to be an appropriate tool for monitoring the effects of herbicides on potted plants.
机译:记录了一个年轻的松果树的非常高分辨率的可见/近红外高光谱图像的数据集,以研究除草剂对该入侵物种的影响。将摄像机固定在框架上,同时将盆栽树在传送带上移动到下方。为了说明照明条件的变化,每条图像线的边缘都包含一个白色参考条。图像的常规预处理(即,将测量值除以同一图像行中白色参考条的值)会失败,并导致质量差的光谱具有振荡模式,这很可能是由于传感器视场上的波长偏移(微笑)影响)。 Spectralon白色参考面板的其他高光谱数据集可用于表征和校正除法引入的振荡,从而产生高质量的光谱,该光谱记录了除草剂对针叶树反射特性的影响。虽然未经处理的树木的光谱随时间保持恒定,但两种除草剂处理的树木的光谱都有明显的时间变化。一种除草剂在几天之内起作用,另一种在数周之内起作用。具有有意义的预处理的地基成像光谱被证明是监测除草剂对盆栽植物影响的合适工具。

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