首页> 中文期刊> 《科学技术与工程》 >一种基于KummerU分布的SAR图像统计建模方法

一种基于KummerU分布的SAR图像统计建模方法

         

摘要

提出一种基于KummerU分布的SAR图像统计建模方法。首先在SAR图像乘积模型框架下,假设SAR图像的相干斑和雷达截面积分量分别服从Gamma分布和Fisher分布,导出了SAR图像的KummerU分布。接着,基于Mellin变换得到了KummerU分布的对数累积量参数估计方法。最后,利用KummerU分布对TerraSAR-X和AIRSAR系统获取的不同场景的SAR图像数据进行统计建模。定性和定量分析的实验结果表明,与经典SAR图像分布模型相比,KummerU分布具有更优的SAR图像统计建模能力。%A statistical modeling method for SAR images is proposed based on the KummerU distribution .First-ly, under the framework of multiplicative model of SAR images , it is assumed that the speckle and the Radar Cross Section ( RCS) factors of SAR images follow the Gamma and Fisher distributions respectively , and then the Kum-merU distribution for SAR images is derived .Secondly , based on the Mellin transform , the parameter estimation method for KummerU distribution using log-cumulants is presented .Finally, the KummerU distribution is employed to the statistical modeling of the SAR images of different scenes acquired by the TerraSAR-X and AIRSAR systems . The experimental results with qualitative and quantitative analysis demonstrate that the KummerU distribution is su -perior to the classical SAR image distributions for the statistical modeling of SAR images .

著录项

相似文献

  • 中文文献
  • 外文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号