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Microwave radiation image reconstruction based on combined TV and Haar Basis

机译:基于TV和Haar基的微波辐射图像重建

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Due to the complicated structure of microwave radiometric imaging system and the massive amount of data collection in one snapshot, it is difficult to achieve good performance by interferometry based on the Nyquist sampling and conventional microwave radiation imaging method. In this paper, we use the random observation matrix to sparsely sample microwave radiation image on the basis of digging compressible information of microwave radiation image, reducing the amount of data collection. Considering that sparseness of microwave radiation image on traditional sparse basis (such as: TV and Haar wavelet sparse basis) can't meet the requirements, we combine TV and Haar wavelet sparse basis to sparsely represent microwave radiation image, adopt the method of OMP algorithm finding the optimal atom to reconstruct the original microwave radiation image. We use synthesis data to simulate the three methods of combined TV and Haar wavelet, TV, Haar wavelet. The simulation results show that the proposed method to reconstruct microwave radiation image is better than the reconstruction method of single orthogonal basis.
机译:由于微波辐射成像系统的结构复杂,并且一次快照中的数据收集量很大,因此基于奈奎斯特采样和常规微波辐射成像方法的干涉测量很难获得良好的性能。本文在挖掘微波辐射图像可压缩信息的基础上,利用随机观测矩阵对微波辐射图像进行稀疏采样,减少了数据采集量。考虑到传统的稀疏基(如TV和Haar小波稀疏基)的微波辐射图像稀疏性不能满足要求,我们结合TV和Haar小波稀疏基稀疏表示微波辐射图像,采用OMP算法寻找最佳原子以重建原始微波辐射图像。我们使用合成数据来模拟结合电视和Haar小波,TV,Haar小波的三种方法。仿真结果表明,所提出的微波辐射图像重建方法优于单正交基重建方法。

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