Frequency Estimation of 2-D Harmonics in Multiplicative and Additive Noise Based on ESPRIT
نویسندگان
چکیده
—This paper studies the frequency estimation of twodimensional (2-D) harmonics in presence of multiplicative and additive noise. We construct a cyclic covariance matrix using a class of cyclic covariance of the 2-D harmonics. Exploiting the shift-invariance structure of the signal subspace, we extend ESPRIT to estimate the frequency pairs of 2-D harmonics in multiplicative and additive noise. The proposed method has high-resolution and can directly estimate the frequency pairs of 2-D harmonics without frequency pairing operation. Simulation results demonstrate the effectiveness of the proposed method.
منابع مشابه
Parameter Estimation of Harmonics in Multiplicative and Additive Noise using SVD-based ESPRIT
Abstract: The frequency estimation of the harmonics in multiplicative and additive noise is investigated in this paper. To improve the frequency resolution of estimation, this paper proposes a SVD-based ESPRIT algorithm to estimate the frequency of harmonics in multiplicative and additive noise. The proposed SVD-based ESPRIT algorithm not only has high-resolution, but also is easy to be impleme...
متن کاملHarmonic Signals in Multiplicative Noise: Estimation Using Genetic Algorithms
The paper presents a novel approach to estimate harmonics in multiplicative and additive noise using a Genetic Algorithm (GA). The estimation of parameters is formulated as a nonlinear optimization problem and simulations are carried out to assess the performance of the proposed GA-based harmonics estimation.
متن کاملPerformance analysis of cyclic statistics for the estimation of harmonics in multiplicative and additive noise
The problem of estimating the frequencies of harmonics in multiplicative and additive noise is addressed. The cyclic mean (CM) can be used if the multiplicative noise has nonzero mean; the cyclic variance (CV) can be used whether or not the multiplicative noise has zero mean. This paper answers the following question: Under what conditions should we use CV instead of CM? The criteria used are t...
متن کاملTime-averaged subspace methods for radar clutter texture retrieval
Subspace approaches have become popular in the last two decades for retrieving constant amplitude harmonics observed in white additive noise because they may exhibit superior resolution over the FFT-based methods, especially with short data records and closely spaced harmonics. We demonstrate here that MUSIC and ESPRIT methods can also be applied when the harmonics are corrupted by white or wid...
متن کاملNon-linear least squares estimation for harmonics in multiplicative and additive noise
We consider the problem of estimating the frequency of a complex harmonic in the presence of additive and multiplicative noise. Two non-linear least-squares (NLLS) estimators, NLLS 1 and NLLS 2 , are proposed, which consist of matching the data and the squared data, respectively, with a constant amplitude harmonic. Expressions for the asymptotic covariances of the NLLS estimators are derived. I...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- JCM
دوره 11 شماره
صفحات -
تاریخ انتشار 2016