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Published on: June 5, 2020
Numerical error analysis of the ICZT algorithm for chirp contours on the unit circle.
Vladimir Sukhoy1, Alexander Stoytchev2
1Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, 50011, USA.
The generalized inverse chirp z-transform (ICZT) extends the inverse fast Fourier transform (IFFT) to unit circle contours. This numerically accurate algorithm maintains O(n log n) complexity and handles non-orthogonal frequencies.
Area of Science:
- Digital Signal Processing
- Complex Analysis
- Numerical Analysis
Background:
- The inverse fast Fourier transform (IFFT) is a fundamental algorithm in signal processing, typically operating on the unit circle in the complex plane.
- Generalizations of the IFFT, such as the inverse chirp z-transform (ICZT), allow computations off the unit circle.
- Existing methods often restrict the use of orthogonal frequency components.
Purpose of the Study:
- To investigate the application of the inverse chirp z-transform (ICZT) using chirp contours on the unit circle.
- To evaluate the numerical accuracy and computational complexity of the ICZT for these specific contours.
- To explore the potential of the ICZT to handle non-orthogonal frequency components.
Main Methods:
- Algorithmic evaluation of the inverse chirp z-transform (ICZT) for chirp contours on the unit circle.
- Analysis of computational complexity, showing it is equivalent to the inverse fast Fourier transform (IFFT) at O(n log n).
- Numerical error analysis, correlating accuracy with the polar angle between contour points and Farey sequences.
Main Results:
- The ICZT is shown to be numerically accurate for a significant parameter space when applied to unit circle chirp contours.
- The computational complexity remains efficient at O(n log n), matching the IFFT.
- The error profile is demonstrably linked to the Farey sequence of order n-1, providing a theoretical basis for accuracy.
- The generalized ICZT successfully accommodates non-orthogonal frequency components.
Conclusions:
- The inverse chirp z-transform (ICZT) offers a numerically stable and computationally efficient generalization of the IFFT for unit circle contours.
- This advancement overcomes the IFFT's limitation regarding non-orthogonal frequency components, broadening its applicability.
- The findings provide a theoretical framework for understanding and predicting the numerical accuracy of the ICZT in this context.
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