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A software tool for compressive sensing based time-frequency analysis

机译:基于压缩感知的时频分析软件工具

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摘要

A software tool that implements Compressive sensing based time-frequency analysis and performs instantaneous frequency estimation, is proposed and described in the paper. A focus is made on the signals with fast varying instantaneous frequency (IF), which can be accurately estimated using complex-time distribution. Therefore, the proposed tool offers different possibilities to adjust parameters of complex-lag distributions in order to comply with fast-varying IF laws. Moreover, beside the standard implementation based on the full set of samples, a compressive sensing based time-frequency approach is included in order to obtain sparse time-frequency representation. Sparse time-frequency representation is reconstructed from very few ambiguity domain observations. The tool performance is tested on real and synthetic signals.
机译:本文提出并描述了一种软件工具,该工具可实现基于压缩感知的时频分析并执行瞬时频率估计。重点关注具有快速变化的瞬时频率(IF)的信号,该信号可以使用复杂时间分布进行精确估算。因此,所提出的工具提供了不同的可能性来调整复杂滞后分布的参数,以符合快速变化的IF律。此外,除了基于完整样本集的标准实现之外,还包括基于压缩感知的时频方法,以便获得稀疏的时频表示。稀疏的时频表示是从很少的模糊域观察中重建的。该工具的性能已在真实信号和合成信号上进行了测试。

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