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FAST AND ACCURATE INTERPOLATION OF FREQUENCY DOMAIN RESPONSE FROM NON-UNIFORM SAMPLING

机译:不均匀采样的快速准确插值频域响应

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Field computation of wideband frequency response is very costly, especially when high resolution data is required to capture the sharp peak or null structures in frequency domain. In this paper a fast interpolation algorithm is proposed to accurately reproduce the high resolution frequency data from sparse and non-uniform samples. Based on Cauchy method, the system frequency response is represented by a ratio of two polynomials, whose coefficients can be estimated by using statistical approaches such as total least square (TLS). Non-uniform sampling is implemented in Cauchy method such that new samples at arbitrary frequencies can be added to the existing sample pool to continuously improve the interpolation result. In this proposed algorithm, the density of sample points is automatically adjusted according to the curvature variation of the frequency response, so that accurate frequency response is generated while the least sample points are taken to minimize the computational load.
机译:宽带频率响应的现场计算非常昂贵,尤其是当需要高分辨率数据时捕获频域中的尖峰或空结构。在本文中,提出了一种快速插值算法来精确地再现来自稀疏和非均匀样本的高分辨率频率数据。基于CAUCHY方法,系统频率响应由两个多项式的比率表示,其系数可以通过使用诸如总至少平方(TLS)的统计方法来估计其系数。在Cauchy方法中实现了非均匀采样,使得可以将新的样本在任意频率下添加到现有的样本池中,以连续地改善插值结果。在该提出的算法中,根据频率响应的曲率变化自动调整采样点的密度,从而产生精确的频率响应,而采用最小采样点以最小化计算负荷。

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