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An Anti-interfering Reconstruction Algorithm Based on Compressed Sensing

机译:基于压缩感知的抗干扰重构算法

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摘要

When images compressed by traditional transformation-based compression algorithms are transmitted over wireless channels, if the gaussian random interference causes the loss of the crucial transformation coefficients, the contents of the reconstructed images will be lost obviously and this will reduce the accuracy of the subsequent detection and recognition results greatly. In order to solve this problem, this paper proposed an antiinterfering image reconstruction algorithm based on compressed sensing. This algorithm first confirmed the new compressed sensing signals and the new reconstruction matrix based on the locations of the compressed sensing signal components corresponding to the gaussian-interfered bit stream, and then reconstructed the original images employing the iterative threshold algorithm. The simulation results demonstrated that the new algorithm reconstructed exact images at low bit error rates, and reconstructed inexact images whose qualities were slightly lowered without loss of local contents at high bit error rates. As a result, our algorithm is able to overcome the deficiencies of compression algorithms based on diverse transformations and the iterative threshold algorithm, thus proposes a feasible solution scheme for the anti-interfering problem that arises in wireless image transmission.
机译:通过传统的基于变换的压缩算法压缩的图像在无线信道上传输时,如果高斯随机干扰导致关键变换系数的损失,则重构图像的内容将明显丢失,这将降低后续检测的准确性。和识别结果很大。为了解决这个问题,本文提出了一种基于压缩感知的抗干扰图像重建算法。该算法首先根据与高斯干扰比特流相对应的压缩传感信号分量的位置,确定新的压缩传感信号和新的重建矩阵,然后使用迭代阈值算法重建原始图像。仿真结果表明,该新算法在低误码率下重建了精确的图像,在高误码率下重建了质量稍有下降而又不损失局部内容的不精确图像。结果,我们的算法能够克服基于多种变换和迭代阈值算法的压缩算法的不足,从而为无线图像传输中出现的抗干扰问题提出了一种可行的解决方案。

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