Fast Hartley transform (FHT)based reconstruction algorithm of compressed sensing

Hao Liu, Fang Liu, D. Tao
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Abstract

Based on the principle of compressed sensing theory and one of the reconstruction way—Matching Pursuit (MP) algorithm, this paper improve the MP algorithm, this method analyses the time-frequency parameter property of the Gabor atom and converts the inner product calculations in MP algorithm into cross-correlation calculations to reduce the computation cost. For real signal, cross-correlation calculation can be fast done by fast Hartley transform. Test shows that this approach can greatly improve the speed of reconstruction algorithm of compressed sensing
基于快速Hartley变换(FHT)的压缩感知重构算法
基于压缩感知理论的原理和重构方式之一匹配追踪(MP)算法,对MP算法进行了改进,该方法分析了Gabor原子的时频参数特性,将MP算法中的内积计算转化为互相关计算,降低了计算成本。对于真实信号,利用快速哈特利变换可以快速地完成相互关计算。实验表明,该方法可以大大提高压缩感知重构算法的速度
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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