Parameter Estimation of a Signal Alongwith Non-Stationary Non-Gaussian Noise

A. Mukherjee, A. Sengupta
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引用次数: 4

Abstract

The problem of estimating the parameters of a one- dimensional signal comprising of a time varying deterministic signal plus zero mean non-stationary non-Gaussian noise (NSNGN) is addressed. An algorithm has been developed to estimate the deterministic signal as well as the parameters of NSNGN of the signal. NSNGN has been modelled by Gaussian mixture probability density functions (pdf). The parameters of NSNGN was estimated using maximization of log likelihood function. Simulation results are included to validate this algorithm.
含非平稳非高斯噪声信号的参数估计
研究了由时变确定性信号和零均值非平稳非高斯噪声(NSNGN)组成的一维信号的参数估计问题。提出了一种估计确定性信号的算法,并对信号的NSNGN参数进行了估计。NSNGN已通过高斯混合概率密度函数建模(pdf)。利用对数似然函数的极大化估计了NSNGN的参数。仿真结果验证了该算法的有效性。
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