DocumentCode
3604135
Title
Fundamental Initial Frequency and Frequency Rate Estimation of Random-Amplitude Harmonic Chirps
Author
Doweck, Yaron ; Amar, Alon ; Cohen, Israel
Author_Institution
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Technion, Israel
Volume
63
Issue
23
fYear
2015
Firstpage
6213
Lastpage
6228
Abstract
We consider the problem of estimating the fundamental initial frequency and frequency rate of a linear chirp with random amplitudes harmonic components. We develop an iterative nonlinear least squares estimator, which involves a large number of computations as it requires high resolution search in the initial frequency and frequency rate parameter space. As an alternative, we suggest two suboptimal low-complexity estimators. The first is based on the high-order ambiguity function, which reduces the problem to a one-dimensional search. The second method applies our recently published harmonic separate-estimate method, which was used for constant-amplitude harmonic chirps. We present modifications of both methods for harmonic chirps with random amplitudes. We also provide a framework for estimating the number of harmonic components. Numerical simulations show that the iterative nonlinear least-squares estimator achieves its asymptotic accuracy in medium to high signal-to-noise ratio, while the two sub-optimal low-complexity estimators perform well in high signal-to-noise ratio. Real data examples demonstrate the performance of the harmonic separate-estimate method on random amplitude real-life signals.
Keywords
frequency estimation; harmonics; iterative methods; least squares approximations; signal processing; asymptotic accuracy; constant-amplitude harmonic chirps; frequency rate estimation; frequency rate parameter space; fundamental initial frequency; harmonic separate-estimate method; high resolution search; high-order ambiguity function; iterative nonlinear least squares estimator; linear chirp; one-dimensional search; random amplitude real-life signals; random amplitudes harmonic components; signal-to-noise ratio; suboptimal low-complexity estimators; Chirp; Estimation; Frequency estimation; Harmonic analysis; Noise; Power system harmonics; Time-frequency analysis; Harmonic chirps; multiplicative noise; random amplitude chirps;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2015.2463251
Filename
7174546
Link To Document