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一种新的干涉相位图局部自适应滤波方法 被引量:5
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作者 薛海伟 冯大政 《电子与信息学报》 EI CSCD 北大核心 2016年第12期3085-3092,共8页
为了有效提高对InSAR干涉相位噪声的抑制性能并充分保持干涉相位图细节信息,该文提出一种基于局部地形相位补偿和各向异性高斯滤波函数(AGF)的自适应复相位滤波方法。该方法首先利用局部频率估计方法补偿地形相位,以便于消除局部地形相... 为了有效提高对InSAR干涉相位噪声的抑制性能并充分保持干涉相位图细节信息,该文提出一种基于局部地形相位补偿和各向异性高斯滤波函数(AGF)的自适应复相位滤波方法。该方法首先利用局部频率估计方法补偿地形相位,以便于消除局部地形相位对滤波窗口内干涉相位的不利影响。然后,构造了尺度和方向自适应的AGF,并对同分布样本进行局部加权的方向滤波。这里,AGF尺度随相干系数等级自适应变化:在低相干区域,采用的大尺度AGF能够充分地抑制相位噪声;在高相干区域,采用的小尺度AGF能更好地保持相位细节信息。AGF方向根据最大加权相干积累准则确定,以选取同分布的滤波样本估计中心像素相位值。实验结果表明,与多种滤波方法相比,该文方法在减少干涉相位图残点和保持条纹边缘等方面均具有更好的性能。 展开更多
关键词 干涉合成孔径雷达 相位噪声滤波 相位噪声模型 频率估计 各向异性高斯滤波
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Improved Goldstein filter for InSAR noise reduction based on local SNR 被引量:7
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作者 SUN Qian LI Zhi-wei +3 位作者 ZHU Jian-jun DING Xiao-li HU Jun XU Bing 《Journal of Central South University》 SCIE EI CAS 2013年第7期1896-1903,共8页
Although the modified Goldstein filter based on the local signal-to-noise (SNR) has been proved to be superior to the classical Goldstein and Baran filters with more comprehensive filter parameter, its adaptation is... Although the modified Goldstein filter based on the local signal-to-noise (SNR) has been proved to be superior to the classical Goldstein and Baran filters with more comprehensive filter parameter, its adaptation is not always sufficient in the reduction of phase noise. In this work, the local SNR-based Goldstein filter is further developed with the improvements in the definition of the local SNR and the adaption of the filtering patch size. What's more, for preventing the loss of the phase signal caused by the excessive filtering, an iteration filtering operation is also introduced in this new algorithm. To evaluate the performance of the proposed algorithm, both a simulated digital elevation model (DEM) interferogram and real SAR deformation interferogram spanning the L' Aquila earthquake are carried out. The quantitative results from the simulated and real data reveal that up to 79.5% noises can be reduced by the new filter, indicating 9%-32% improvements over the previous local SNR-based Goldstein filter. This demonstrates that the new filter is not only equipped with sufficient adaption, but also can suppress the phase noise without the sacrifice of the phase signal. 展开更多
关键词 interferometric synthetic aperture radar (InSAR) Goldstein filter signal-to-noise (SNR) adaptivity
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