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基于压缩感知的SAR图像压缩与重构方法 被引量:5
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作者 朱丰 张群 +3 位作者 顾福飞 李开明 颜俊 毕博 《现代雷达》 CSCD 北大核心 2012年第5期46-52,共7页
结合合成孔径雷达(SAR)图像特点,提出了一种基于压缩感知的SAR图像压缩与重构方法,并给出了具体的方法及详细流程。该方法首先将原始SAR图像进行分块处理,同时,利用离散小波变换(DWT)对分块结果进行稀疏处理,利用近似QR分解后的随机高... 结合合成孔径雷达(SAR)图像特点,提出了一种基于压缩感知的SAR图像压缩与重构方法,并给出了具体的方法及详细流程。该方法首先将原始SAR图像进行分块处理,同时,利用离散小波变换(DWT)对分块结果进行稀疏处理,利用近似QR分解后的随机高斯矩阵对稀疏处理结果进行低维线性观测,实现了SAR图像的稀疏化表征与压缩。文中讨论的改进的正交匹配追踪(OMP)算法,与传统的OMP算法相比,改进的OMP算法在保证重构精度的前提下,可有效提高收敛速度。最后,通过离散小波反变换等处理获得最终的SAR图像重构结果。仿真实验结果证明所提方法的有效性与可行性。 展开更多
关键词 压缩感知 SAR图像 离散小波变换 近似QR分解 随机高斯矩阵 改进的正交匹配追踪算法
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Power-line interference suppression of MT data based on frequency domain sparse decomposition 被引量:8
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作者 TANG Jing-tian LI Guang +3 位作者 ZHOU Cong LI Jin LIU Xiao-qiong ZHU Hui-jie 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2150-2163,共14页
Power-line interference is one of the most common noises in magnetotelluric(MT)data.It usually causes distortion at the fundamental frequency and its odd harmonics,and may also affect other frequency bands.Although tr... Power-line interference is one of the most common noises in magnetotelluric(MT)data.It usually causes distortion at the fundamental frequency and its odd harmonics,and may also affect other frequency bands.Although trap circuits are designed to suppress such noise in most of the modern acquisition devices,strong interferences are still found in MT data,and the power-line interference will fluctuate with the changing of load current.The fixed trap circuits often fail to deal with it.This paper proposes an alternative scheme for power-line interference removal based on frequency-domain sparse decomposition.Firstly,the fast Fourier transform of the acquired MT signal is performed.Subsequently,a redundant dictionary is designed to match with the power-line interference which is insensitive to the useful signal.Power-line interference is separated by using the dictionary and a signal reconstruction algorithm of compressive sensing called improved orthogonal matching pursuit(IOMP).Finally,the frequency domain data are switched back to the time domain by the inverse fast Fourier transform.Simulation experiments and real data examples from Lu-Zong ore district illustrate that this scheme can effectively suppress the power-line interference and significantly improve data quality.Compared with time domain sparse decomposition,this scheme takes less time consumption and acquires better results. 展开更多
关键词 sparse representation magnetotelluric signal processing power-line noise improved orthogonal matching pursuit redundant dictionary
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