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
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;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2015.2463251