稳定滤波器:一个鲁棒的重尾噪声信号处理框架

J. P. Nolan, J. G. González, R. Nunez
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引用次数: 13

摘要

21世纪的雷达系统正被推动改进信号探测,使其超出现有能力。当杂波偏离高斯模型并变成重尾时,当前的系统表现不佳。我们将稳定滤波器作为重尾情况下信号处理的一般框架。从这些滤波器获得的性能增益可以为脉冲噪声中的数字系统提供显著的改进。稳定滤波器利用先进的数值优化来克服非线性方法中常见的计算复杂性。目前的性能结果表明,与传统的线性方法相比,稳定滤波器具有优越的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Stable filters: A robust signal processing framework for heavy-tailed noise
The radar systems of the twenty-first century are being pushed to improve signal detection beyond current capabilities. Current systems perform poorly when the clutter departs from the Gaussian model and becomes heavy-tailed. We introduce stable filters as a general framework for signal processing in heavy-tailed scenarios. The performance gains attainable from these filters can provide significant improvements to digital systems in impulsive noise. Stable filters make use of advanced numerical optimizations to overcome the computational complexity that is common in non-linear approaches. Current performance results show superior performance of stable filters when compared with conventional linear approaches.
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