期刊文献+

基于H/α/A分解的PolSAR农作物分类方法研究 被引量:2

Study on PolSAR Classification Based on H/α/A Decomposition for Crops
下载PDF
导出
摘要 深入讨论了基于H-α分割的Wishart非监督分类方法在农作物分类中的性能;为改善农作物分类效果,引入了极化相关矩阵的最大特征值(Lam),并对AIRSAR数据进行了基于H-Lam分割平面的Wishart迭代分类处理。实验结果表明,与H/-αWishart非监督分类相比,该方法提高了农作物的分类效果。 The performance of Wishart classification for crops based on H-α segmentation plane is discussed in detail firstly. Then a mass of polarimetric feature parameters is analyzed with a purpose for improving crop classification performance, and the maximum eigenvalue (Lain) of polarimetric coherency matrix is introduced, and finally crop Wishart classification is carried out on AIRSAR data based on the H-Lam segmentation plane. Experimental result shows that the proposed method improves the effect of crop classification.
出处 《信息工程大学学报》 2006年第4期404-407,共4页 Journal of Information Engineering University
关键词 极化合成孔径雷达 H/α/A分解 农作物分类 PolSAR H/α/A Decomposition Crop classification
  • 相关文献

参考文献8

  • 1Touzi R,Goze S,et al.Polarimetric discriminators for SAR images[J].IEEE Transactions on Geoscience and Remote Sensing,1992,30 (5):973-980.
  • 2Lee J S,Grunes M R,Ainsworth T L,et al.Cloude Unsupervised Classification using Polarimetric Decomposition and the Complex Wishart Distribution[J].IEEE Transactions Geoscience and Remote Sensing,September 1999,37 (5):2249-2259.
  • 3Lee J S,Grunes M R,Kwok R.Classification of multi-look polarimetric SAR imagery based on the complex Wishart distribution[J].International Journal of Remote Sensing,1994,15(11):2299-2311.
  • 4IEEE GRSS.GRSS-DFC-0004[EB/OL].(2000-10-10)[2006-04-01].http://earth.esa.int/polsarpro/datasets.html.
  • 5Sergios Theodoridis,Konstantinos Koutroumbas.模式识别[M].李晶皎,译.北京:电子工业出版社,2004.
  • 6马奎斯德萨.模式识别-原理、方法及应用[M].吴逸飞译.北京:清华大学出版社,2002
  • 7Lowenschuss O.Scattering Matrix Application[J].Proc.Of IEEE,1965,(8):988-992.
  • 8代大海,王雪松,李永祯,肖顺平,庄钊文.基于目标分解的极化图像分类研究[J].无线电工程,2004,34(1):7-11. 被引量:7

二级参考文献5

  • 1JPMarques De Sa著 昊逸飞.模式识别——原理、方法及应用[M].北京:清华大学出版社,2002..
  • 2Chris Oliver, Shaun Quesan. Understanding synthetic aperture radar images. London ,Artech House, 1998.
  • 3S R Cloude, E Pottier. A review of target decomposition theorems in radar polarimetry. IEEE GRS, 1996;34(2) :498 - 517.
  • 4Yunhan Dong, Bruce C. Forster, Catherine Ticehurst. A new decomposition of radar polarization signatures. IEEE GRS, 1998 ;36(3) :933 - 939.
  • 5S R Cloude, E Pottier. An entropy based classification scheme for land applications of polarimetric SAR. IEEE GRS, 1997;35(1) :68 - 78.

共引文献18

同被引文献18

  • 1杨磊,赵拥军,王志刚.基于功率和相位联合估计TLS-ESPRIT算法的极化干涉SAR数据分析[J].测绘学报,2007,36(2):163-168. 被引量:9
  • 2S R Cloude,E Pottier.A review of target decomposition theorems in radar polarimetry[J].IEEE Transactions on Geoscience and Remote Sensing,1996,34.
  • 3S R Cloude,E Pottier.An entropy based classification scheme for land applications of polarimetric SAR[J].IEEE Transactions on Geoscience and Remote Sensing,1997,35(1).
  • 4J S Lee,M R Grunes,Thomas L Ainsworth,et al.Unsupervised classification using polarimetric decomposition and the complex Wishart classifer[J].IEEE Transactions on Geoscience and Remote Sensing,1999,37(5).
  • 5J S Lee,M R Grunes,E Pottier,et al.Unsupervised terrain classification preservmg polarimetric scattering characteristics[J].IEEE Transactions on Geoscience and Remote Sensing,2004,42(4).
  • 6Famil L F,Pottier E,Lee J S.Unsupervised classification of multifrequency and fully polarimetric SAR images hased on theWishart classifier[J].IEEE Transactions on Ceoscience and Remote Sensing,2001,39(11).
  • 7Ulaby F T,Moore R K,Fung A K Microwave Remote Sensing:Active and Passive,Ⅱ.Radar Remote Sensing and Surface Scattering and Emission Theory[M] //Addison-Wesley.Reading MA,1982.
  • 8van Zyl J.Unsupervised classification of scattering behavior using radar polarimetry data[J].IEEE Transactions on Geoscience and Remote Sensing,1989,27(1):36-45.
  • 9K PPapathanassiou,et al.Single Baseline Polarimetric SAR Interferometry[J].IEEE Transactions on Geoscience and Remote Sensing,2001,39(11).
  • 10S R Cloude.Robust Parameter Estimation using dual baseline polarimetric SAR Interferometry[C] // proceedings of IEEE International Geoscience and Remote Sensing Symposium.Canada:Tomnto,2002:838-840.

引证文献2

二级引证文献1

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