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Two dimensional frequency estimation by interpolation on Fourier coefficients

机译:傅里叶系数内插法二维频率估计

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In this paper, we propose a computationally simple algorithm for the estimation of the frequencies of a random phase two-dimensional (2-D) complex exponential in additive noise by extending the 1-D estimator developed by Aboutanios and Mulgrew. The procedure of the algorithm is based on a two-stage scheme consisting of a coarse estimator followed by a fine search stage. The separability of the problem implies that the estimator can be applied in each direction. Theoretical analysis shows, however, that the performance of the algorithm converges to the minimum point of the asymptotic variance after two iterations only if the estimation is applied jointly in the two dimensions. As in the 1-D case, this variance is extremely close to the 2-D Cramer-Rao Lower Bound. The simulation results are presented to verify the analysis.
机译:在本文中,我们通过扩展Aboutanios和Mulgrew开发的1-D估计器,提出了一种计算简单的算法,用于估计加性噪声中随机相位二维(2-D)复指数的频率。该算法的过程基于两级方案,该方案由粗略估计器和随后的精细搜索阶段组成。问题的可分离性意味着可以在每个方向上应用估计器。然而,理论分析表明,仅当在二维中联合应用估计时,算法的性能才会在两次迭代后收敛到渐近方差的最小点。与一维情况一样,该差异非常接近二维Cramer-Rao下界。给出仿真结果以验证分析。

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