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Salt Content Distribution and Paleoclimatic Significance of the Lop Nur “Ear” Feature: Results from Analysis of EO-1 Hyperion Imagery

机译:罗布泊“耳朵”特征的盐含量分布及其古气候意义:来自EO-1 Hyperion影像分析的结果

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摘要

Lop Nur, a playa lake located on the eastern margin of Tarim Basin in northwestern China, is famous for the “Ear” feature of its salt crust, which appears in remote-sensing images. In this study, partial least squares (PLS) regression was used to estimated Lop Nur playa salt-crust properties, including total salt, Ca2+, Mg2+, Na+, Si2+, and Fe2+ using laboratory hyperspectral data. PLS results for laboratory-measured spectra were compared with those for resampled laboratory spectra with the same spectral resolution as Hyperion using the coefficient of determination (R2) and the ratio of standard deviation of sample chemical concentration to root mean squared error (RPD). Based on R2 and RPD, the results suggest that PLS can predict Ca2+ using Hyperion reflectance spectra. The Ca2+ distribution was compared to the “Ear area” shown in a Landsat Thematic Mapper (TM) 5 image. The mean value of reflectance from visible bands for a 14 km transversal profile to the “Ear area” rings was extracted with the TM 5 image. The reflectance was used to build a correlation with Ca2+ content estimated with PLS using Hyperion. Results show that the correlation between Ca2+ content and reflectance is in accordance with the evolution of the salt lake. Ca2+ content variation was consistent with salt deposition. Some areas show a negative correlation between Ca2+ content and reflectance, indicating that there could have been a small-scale temporary runoff event under an arid environmental background. Further work is needed to determine whether these areas of small-scale runoff are due to natural (climate events) or human factors (upstream channel changes)
机译:罗布泊湖(Lop Nur)是位于中国西北塔里木盆地东缘的普拉亚湖,以其盐皮的“耳朵”特征而闻名,该图像出现在遥感影像中。在这项研究中,使用实验室高光谱数据,使用偏最小二乘(PLS)回归来估算罗布泊海滩的盐壳特性,包括总盐,Ca2 +,Mg2 +,Na +,Si2 +和Fe2 +。使用测定系数(R2)和样品化学浓度的标准偏差与均方根误差(RPD)的比率,将实验室测量光谱的PLS结果与具有与Hyperion相同光谱分辨率的重采样实验室光谱的PLS结果进行比较。基于R2和RPD,结果表明PLS可以使用Hyperion反射光谱预测Ca2 +。将Ca2 +分布与Landsat Thematic Mapper(TM)5图像中显示的“耳朵区域”进行了比较。使用TM 5图像提取从可见带的14 km横向剖面到“耳朵区域”环的反射率平均值。使用Hyperion将反射率用于与PLS估计的Ca2 +含量建立相关性。结果表明,Ca 2+含量与反射率之间的相关性与盐湖的演化一致。 Ca 2+含量变化与盐沉积一致。一些区域显示Ca2 +含量与反射率之间呈负相关,表明在干旱的环境背景下可能会有小规模的临时径流事件。需要做进一步的工作来确定这些小规模径流区域是由于自然(气候事件)还是人为因素(上游河道变化)引起的

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