Stable Numerical Differentiation Algorithms Based on the Fourier Transform in Frequency Domain

Yan He, Huilin Xu, Xiaoyan Xiang
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Abstract

A class of stable numerical differential algorithms is constructed based on the Fourier transform. The instability of the numerical differentiation problem is overcome by modifying the integral “kernel” in the frequency domain. The convergence of the approximate derivatives is ensured based on some reasonable assumptions of the modified “kernel” function. The a-posteriori choice strategy of the regularization parameter is considered. Moreover, the convergence analysis and error estimate of the approximate derivatives are also given.
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基于频域傅里叶变换的稳定数值微分算法
基于傅里叶变换构造了一类稳定的数值微分算法。通过对频域积分“核”的修改,克服了数值微分问题的不稳定性。通过对改进的“核”函数的一些合理假设,保证了近似导数的收敛性。考虑了正则化参数的后验选择策略。此外,还给出了近似导数的收敛性分析和误差估计。
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