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Sample Data Synchronization and Harmonic Analysis Algorithm Based on Radial Basis Function Interpolation

机译:基于径向基函数插值的样本数据同步与谐波分析算法

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The spectral leakage has a harmful effect on the accuracy of harmonic analysis for asynchronous sampling. This paper proposed a time quasi-synchronous sampling algorithm which is based on radial basis function (RBF) interpolation. Firstly, a fundamental period is evaluated by a zero-crossing technique with fourth-order Newton’s interpolation, and then, the sampling sequence is reproduced by the RBF interpolation. Finally, the harmonic parameters can be calculated by FFT on the synchronization of sampling data. Simulation results showed that the proposed algorithm has high accuracy in measuring distorted and noisy signals. Compared to the local approximation schemes as linear, quadric, and fourth-order Newton interpolations, the RBF is a global approximation method which can acquire more accurate results while the time-consuming is about the same as Newton’s.
机译:频谱泄漏会对异步采样的谐波分析的准确性产生不利影响。提出了一种基于径向基函数(RBF)插值的时间准同步采样算法。首先,通过零交叉技术使用四阶牛顿插值来评估基本周期,然后通过RBF插值来再现采样序列。最后,谐波参数可以通过FFT采样数据的同步来计算。仿真结果表明,该算法在失真信号和噪声信号的测量中具有较高的精度。与线性,二次和四阶牛顿插值的局部逼近方案相比,RBF是一种全局逼近方法,可以获取更准确的结果,而耗时与牛顿的近似。

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