The orthogonal projection matrices on the eigenspaces of the DFT-IV matrix

M. Hanna
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Abstract

Since having orthonormal Hermite-Gaussian-like eigenvectors of the DFT-IV matrix G is essential for developing a fractional discrete Fourier transform of type IV (FDFTIV), some methods for the generation of those eigenvectors are analyzed in a detailed simulation study involving evaluating the execution time, orthonormality error and approximation error. Since six of the nine methods included in the study necessitate knowledge of the orthogonal projection matrices on the eigenspaces of the DFT-IV matrix, explicit expressions are derived for those matrices. Based on this contribution it is no longer essential to generate the eigenvectors of a nearly tridiagonal matrix S which commutes with matrix G as a way for obtaining eigenvectors of the latter. The simulation results show the tradeoff between the speed of execution and the numerical robustness of the computation of the various techniques.
DFT-IV矩阵的特征空间上的正交投影矩阵
由于建立分数阶离散傅里叶变换(FDFTIV)所必需的是得到DFT-IV矩阵G的类埃尔米-高斯特征向量的标准正交特征向量,因此本文对这些特征向量的生成方法进行了详细的仿真研究,包括计算执行时间、标准正交误差和近似误差。由于研究中包含的九种方法中有六种需要了解DFT-IV矩阵的特征空间上的正交投影矩阵,因此推导了这些矩阵的显式表达式。基于这一贡献,不再需要生成与矩阵G交换的近三对角线矩阵S的特征向量作为获得后者的特征向量的方法。仿真结果显示了各种技术在执行速度和计算数值鲁棒性之间的权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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