期刊文献+

基于高精度端元的混合像元线性分解模型研究 被引量:11

STUDY OF MIXED PIXEL LINEAR UNMIXING MODEL BASED ON HIGH ACCURATE ENDMEMBER
下载PDF
导出
摘要 从理论上阐述了混合像元的产生机理和混合像元线性分解模型,研制了一套地面成像光谱实验系统,直接获取了高精度的端元光谱数据,通过像元合并的方式构造混合像元,针对不同丰度的非立体空间混合像元端元,分析了根据线性分解模型加权计算得到的光谱与实际混合光谱的误差,进而论证了线性分解模型的精度. The theoretical analysis of emergence mechanism and linear unmixing model of mixed pixel was presented.A novel compact field hyperspectral imaging system was setup,and high accurate spectrum of endmembers was collected directly.Based on these endmembers,the model of linear unmixing of the mixed pixels was studied.The weighted spectrum obtained with the model for endmember with different abundance in the whole non-three-dimensional space was compared with the practical mixing spectrum.The accuracy of the model was verified.
出处 《红外与毫米波学报》 SCIE EI CAS CSCD 北大核心 2010年第5期357-361,共5页 Journal of Infrared and Millimeter Waves
基金 国家重点基础研究发展规划(973)项目(2009CB724005)
关键词 超光谱成像 混合像元分解 线性分解模型 端元 hyperspectral imaging mixed pixel unmixing linear unmixing model endmember
  • 相关文献

参考文献15

  • 1张宗贵,王润生.基于谱学的成像光谱遥感技术发展与应用[J].国土资源遥感,2000,12(3):16-27. 被引量:32
  • 2Kohei Arai,Huahui Chen.Unmixing method for hyperspectral data based on sub space method with learning process[J].Advances in Space Research,2009,44:517-523.
  • 3Heslop D,Dobeneckvon T,Hcker M.Using non negative matrix factorization in the "unmixing" of diffuse reflectance spectra[J].Marine Geology,2007,241:63-78.
  • 4Lifan Liu,Bin Wang,Liming Zhang.Decompositon of mixed pixels based on Bayesian self organizing map and Gaussian mixture model[J].Pattern Recognition Letters,2009,30:820-826.
  • 5周昊,王斌,张立明.一种新的遥感图像混合像元分解方法[J].红外与毫米波学报,2005,24(6):463-466. 被引量:12
  • 6吴柯,张良培,李平湘.一种端元变化的神经网络混合像元分解方法[J].遥感学报,2007,11(1):20-26. 被引量:25
  • 7Cheng hai Yang,James H Everitt,Joe M Bradford.Airborne hyperspectral imagery and linear spectral unmixing for mapping variation in corp yield[J].Precision Agric,2007,8:279-296.
  • 8Enner Alc ntara,Cl udio Barbosa,José Stech.Improving the spectral unmxing algorithm to map water turbidity distributions[J].Environmental Modelling & Software,2009,24:1051-1061.
  • 9Ben Somers,Kenneth Cools,Stephanie Delalieux,et al.Nonlinear Hyperspectral mixture analysis for tree cover estimates in orchards[J].Remote Sensing of Environment,2009,113:1183-1193.
  • 10Dagrun Vikhamara,Rune Solberg.Snow cover mapping in forests by constrained linear spectral unmixing of MODIS data[J].Remote Sensing of Environment,2003,88:309-323.

二级参考文献99

共引文献172

同被引文献113

引证文献11

二级引证文献25

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部