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Local cubic splines on non-uniform grids and real-time computation of wavelet transform

机译:非均匀网格上的局部三次样条和小波变换的实时计算

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摘要

In this paper, local cubic quasi-interpolating splines on non-uniform gridsare described. The splines are designed by fast computational algorithms that utilizethe relation between splines and cubic interpolation polynomials. These splines providean efficient tool for real-time signal processing. As an input, the splines use eitherclean or noised arbitrarily-spaced samples. Formulas for the spline’s extrapolationbeyond the sampling interval are established. Sharp estimations of the approximationerrors are presented. The capability to adapt the grid to the structure of an objectand to have minimal requirements to the operating memory are of great advantagesfor offline processing of signals and multidimensional data arrays. The designedsplines serve as a source for generating real-time wavelet transforms to apply to signalsin scenarios where the signal’s samples subsequently arrive one after the otherat random times. The wavelet transforms are executed by six-tap weighted movingaverages of the signal’s samples without delay. On arrival of new samples, only a coupleof adjacent transform coefficients are updated in a way that no boundary effectsarise.
机译:本文描述了非均匀网格上的局部三次拟插值样条。样条线通过利用样条线与三次插值多项式之间的关系的快速计算算法进行设计。这些样条线为实时信号处理提供了有效的工具。作为输入,样条曲线使用干净的或有噪声的任意间隔的样本。建立了超出采样间隔的样条外推公式。提出了近似误差的精确估计。对于信号和多维数据阵列的脱机处理,使网格适应对象的结构并对操作内存具有最低要求的能力具有很大的优势。设计的样条线可以用作生成实时小波变换的源,以应用于信号样本随后在随机时间一个接一个地到达的情况下的信号。小波变换通过信号采样的六抽头加权移动平均值来执行,而不会产生延迟。在新样本到达时,仅以不影响边界的方式更新几个相邻的变换系数。

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