Suppr超能文献

[Research on the model of spectral unmixing for minerals based on derivative of ratio spectroscopy].

作者信息

Zhao Heng-Qian, Zhang Li-Fu, Wu Tai-Xia, Huang Chang-Ping

机构信息

The State Key Laboratory of Remote Sensing Science, Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China.

出版信息

Guang Pu Xue Yu Guang Pu Fen Xi. 2013 Jan;33(1):172-6.

Abstract

The precise analysis of mineral abundance is a key difficulty in hyperspectral remote sensing research. In the present paper, based on linear spectral mixture model, the derivative of ratio spectroscopy (DRS) was introduced for spectral unmixing of visible to short-wave infrared (Vis-SWIR; 0.4 - 2.5 microm) reflectance data. The mixtures of different proportions of plaster and allochite were analyzed to estimate the accuracy of the spectral unmixing model based on DRS. For the best 5 strong linear bands, the Pearson correlation coefficient (PCC) of the abundances and the actual abundances were higher than 99.9%, while the root mean square error (RMSE) is less than 2.2%. The result shows that the new spectral unmixing model based on DRS is simple, of rigorous mathematical proof, and highly precise. It has a great potential in high-precision quantitative analysis of spectral mixture with fixed endmembers.

摘要

相似文献

2
[A spectral unmixing method of estimating main minerals abundance of lunar soils].
Guang Pu Xue Yu Guang Pu Fen Xi. 2012 Dec;32(12):3335-40.
4
6
[Hyperspectral inversion models on verticillium wilt severity of cotton leaf].
Guang Pu Xue Yu Guang Pu Fen Xi. 2009 Dec;29(12):3348-52.
7
Spectral mixture analysis of EELS spectrum-images.
Ultramicroscopy. 2012 Sep;120:25-34. doi: 10.1016/j.ultramic.2012.05.006. Epub 2012 Jun 1.
8
Performance of hyperspectral data in predicting and mapping zinc concentration in soil.
Sci Total Environ. 2022 Jun 10;824:153766. doi: 10.1016/j.scitotenv.2022.153766. Epub 2022 Feb 10.
9
Robust Hyperspectral Unmixing With Correntropy-Based Metric.
IEEE Trans Image Process. 2015 Nov;24(11):4027-40. doi: 10.1109/TIP.2015.2456508. Epub 2015 Jul 15.

引用本文的文献

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验