各种基于相关的脉冲响应估计技术的比较

A. H. Tan
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引用次数: 1

摘要

本文比较了三种基于相关的技术,即直接逼近、反卷积和直接反演方法,用于单输入和多输入场景下的脉冲响应估计。从摄动信号设计的角度进行比较,因为这是系统辨识的重要步骤。通常用于识别的宽带信号的类别进行了审查。考虑了三种方法在最小输入信号周期和谐波规范方面的约束,并讨论了计算复杂度。通过仿真实例来突出这些方法之间的异同。其结果具有广泛的应用,特别是在控制和通信领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of various correlation-based techniques for the estimation of impulse responses
This paper provides a comparison between three correlation-based techniques, namely the direct approximation, deconvolution and direct inversion methods, for the estimation of impulse responses in both single-input and multi-input scenarios. The comparison is made from the perturbation signal design viewpoint, as this is an important step in system identification. Classes of broadband signals which are commonly used for identification are reviewed. The constraints of the three approaches in terms of the minimum input signal period and harmonic specifications are considered, along with discussion on computational complexity. Simulation examples are used to highlight the similarities and differences between these methods. The results have wide-ranging applications particularly in the area of control and communications.
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