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Noise reduction and analysis for Chang'E-1 Imaging Interferometer (IIM) data

机译:Chang娥一号成像干涉仪(IIM)数据的降噪和分析

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Imaging Interferometer (IIM) aboard Chang'E-1 is a Fourier transform imaging spectrometer, with goals to analyze the abundance and distribution of chemical elements on the lunar surface. IIM data suffer from various degradations, which will lead to misleading interpretations of IIM data and inaccuracy of subsequent applications. In this paper, we introduced a noise reduction method based on low-rank matrix decomposition theory. The restoration results are expected to have a better performance in image quality and spectral signatures according to visual and quantitative assessments. Meanwhile, we analyze the characteristic of the noise separated from IIM data using top spectral view of noise cube. The preliminary analysis of the noise characteristics contribute to optimize the data preprocessing of IIM data such as spectrum reconstruction and radiometric correction.
机译:Chang'E-1上的成像干涉仪(IIM)是一种傅立叶变换成像光谱仪,旨在分析月球表面化学元素的丰度和分布。 IIM数据遭受各种降级,这将导致对IIM数据的误导性解释和后续应用程序的不准确性。在本文中,我们介绍了一种基于低秩矩阵分解理论的降噪方法。根据视觉和定量评估,预计恢复结果在图像质量和光谱特征方面具有更好的性能。同时,我们使用噪声立方体的顶光谱视图分析了从IIM数据中分离出的噪声的特征。噪声特性的初步分析有助于优化IIM数据的数据预处理,例如频谱重建和辐射校正。

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