Title :
Efficient 2-D Frequency and Damping Estimation by Interpolation on Fourier Coefficients
Author :
Shanglin Ye ; Aboutanios, Elias
Author_Institution :
Sch. of Electr. Eng. & Telecommun., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
This letter focuses on the efficient estimation of the frequencies and damping factors of a single 2-D damped complex exponential in additive Gaussian noise. We derive the estimators by extending the FFT-based frequency estimator that relies on interpolation on Fourier coefficients to 2-D damped signals. Performance analysis shows that the algorithm can achieve minimum variances at the fixed point when implemented in an interleaved manner for two iterations. Furthermore, we propose linearized version of the estimators that render them more amenable to real-time DSP implementation. We also demonstrate that the iterative implementation of the algorithm combining both versions is both unbiased and accurate.
Keywords :
AWGN; fast Fourier transforms; frequency estimation; interpolation; signal processing; 2D damped signals; 2D frequency estimation; DSP; FFT-based frequency estimator; Fourier coefficients; additive Gaussian noise; damping estimation factor; interpolation; single 2D damped complex exponential; Algorithm design and analysis; Damping; Estimation; Frequency estimation; Interpolation; Nuclear magnetic resonance; Performance analysis; 2-D parameter estimation; Interpolation algorithm; nuclear magnetic resonance (NMR) spectroscopy; zero-padding;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2012.2234453