| 光谱学与光谱分析 |
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| A Spectral Unmixing Method of Estimating Main Minerals Abundance of Lunar Soils |
| YAN Bo-kun1, LI Jian-zhong2, GAN Fu-ping1, YANG Su-ming1, WANG Run-sheng1 |
1. China Aero Geophysical Survey and Remote Sensing Center for Land and Resources, Beijing 100083, China
2. School of Earth Sciences and Resources, China University of Geosciences, Beijing 100083, China |
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Abstract Estimating minerals abundance from reflectance spectra is one of the fundamental goals of remote sensing lunar exploration, and the main difficulties are the complicated mixing law of minerals spectrum and spectral features being sensitive to several kinds of factors such as topography, particle size and roughness etc. A method based on spectral unmixing was put forward and tested in the present paper. Before spectra are unmixed the spectral continuum is removed for clarifying and strengthening spectral features. The absorption features and reflectance features (the upward curving parts of spectra between absorption features) are integrated for unmixing to improve the unmixing performance. The Hapke model was used to correct unmixing error due to nonlinear mixing of minerals spectra. Forty three mixed spectra of olivine, clinopyroxene, hypersthene and plagioclase were used to validate the above method. The four minerals abundance was estimated under the conditions of being unaware of endmember spectra used to mix, granularity and chemical composition of minerals. Residual error, abundance error and correlation coefficient between retrieved and true abundance were 5.0 Vol%, 14.4 Vol% and 0.92 respectively. The method and result of this paper could be referred in the lunar minerals mapping of imaging spectrometer data such as M3.
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Received: 2012-01-30
Accepted: 2012-04-18
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Corresponding Authors:
YAN Bo-kun
E-mail: yanbokun_2006@yahoo.com.cn
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