利用Yamaguchi分解保持地物散射特性的极化SAR分类Polarimetric SAR image classification preserving feature scattering characteristics based on Yamaguchi decomposition
付姣,张永红,刘晓龙,孙广通
摘要(Abstract):
本文提出一种利用Yamaguchi分解保持地物散射特性的极化SAR数据分类方法。该方法利用Yamaguchi分解获得4种散射机理:表面散射、体散射、偶次散射和螺旋体散射,根据4种散射机理的功率大小判断地物的主散射机理和类别之间的Wishart距离,合并到指定个数的初始类别;并结合Wishart距离分类器对初始类进行迭代修正,实现极化SAR图像的非监督分类。最后利用AIRSAR数据与已有分类方法进行对比实验,验证了本方法的优势及适用性。
关键词(KeyWords): 极化SAR;Yamaguchi分解;Wishart迭代;散射特性保持
基金项目(Foundation): 国家863课题(2011AA120404);; 国家自然科学基金(40971225)
作者(Author): 付姣,张永红,刘晓龙,孙广通
DOI: 10.16251/j.cnki.1009-2307.2014.03.018
参考文献(References):
- [1]王超,张红,陈曦,等.全极化合成孔径雷达图像处理[M].北京:科学出版社,2008:107.
- [2]Kong J A,Sehwartz A A,Yueh H A,Novak L M,Shin R T.Identification of terrain cover using the optimal polarimetric classifier[J].Electromagnetic Waves and Applications,1988,2(1):171-194.
- [3]Hellmann M,Jager G,et al.Classification of full polarimetric SAR-data using artificial neural networks and fuzzy algorithms[C]//Proceedings of IGARSS’99 1999:1995-1997.
- [4]Cloude S R,Pottier E.A review of target decomposition theorems in radar polarimetry[C]//IEEE Trans Geosci and Remote Sensing,1996,34(2):498-518.
- [5]Van Zyl Y Y.Unsupervised classification of scattering mechanisms using radar polarimetry data[C]//IEEE Trans.Geosci.Remote Sensing,1989,27(1):36-45.
- [6]Cloude S R,Pottier E.An entropy based classification scheme for land applications of polarimetric SAR[C]//IEEE Trans.Geosci.Remote Sensing,1997,35(1):68-78.
- [7]Lee J S,Grunes M R,Ainsworth T L.Unsupervised classification using polarimetric decomposition and the complex Wishart classifier[C]//IEEE Trans.on GRS,1999,37(5):2249-2258.
- [8]Goodman N R.Statistical analysis based on a certain complex gaussian distribution[J].Ann.Math.Stat.,1963,34(1):152-177.
- [9]Lee J S,Grunes M R,Pottier E,et al.Unsupervised terrain classification preserving polarimetric scattering characteristics[C]//IEEE Trans.Geosci.Remote Sensing,2004,42(4):722-731.
- [10]Freeman A,Stephen L,Durden A.A three-component scattering model for polarimetric SAR data[C]//IEEE Trans.on GRS,1998,36(3):963-973.
- [11]Yamaguchi Y,Moriyama T,Ishido M,et al.Four-component scattering model for polarimetric SAR image decomposition[C]//IEEE Trans Geosci and Remote Sensing,2005,43(8):1699-1706.
- [12]Yamaguchi Y,Yajima Y,Yamada H.A four component decomposition of POLSAR images based on the coherence matrix[C]//IEEE Trans Geosci and Remote Sensing,2006,3(3):292-296.
- [13]冯茜,等.全极化干涉SAR散射功率的非监督分类方法[J].测绘科学,2010,35(4).