Fundamental Initial Frequency and Frequency Rate Estimation of Random-Amplitude Harmonic Chirps

被引:7
作者
Doweck, Yaron [1 ]
Amar, Alon [2 ]
Cohen, Israel [1 ]
机构
[1] Technion Israel Inst Technol, Dept Elect Engn, IL-32000 Haifa, Israel
[2] RAFAEL, Acoust Res Ctr, Signal Proc Dept, IL-3102102 Haifa, Israel
基金
以色列科学基金会;
关键词
Harmonic chirps; multiplicative noise; random amplitude chirps; POLYNOMIAL PHASE SIGNALS; PARAMETER-ESTIMATION; SINUSOIDAL SIGNALS; TIME-FREQUENCY; ADDITIVE NOISE; PERFORMANCE; BOUNDS;
D O I
10.1109/TSP.2015.2463251
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:6213 / 6228
页数:16
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