Time delay estimation method based on generalized logarithmic hyperbolic secant function in impulsive noise

被引:1
作者
Dou, Yuzi [1 ]
Abdelrhman, Omer M. [1 ]
Li, Sen [1 ]
机构
[1] Dalian Maritime Univ, Coll Informat Sci & Technol, Dalian 116026, Peoples R China
基金
中国国家自然科学基金;
关键词
alpha-stable distribution; Time delay estimation; Nonlinear preprocessing; Logarithmic hyperbolic secant function; Impulsive noise; CORRENTROPY; ALGORITHM; DEFINITION;
D O I
10.1186/s13634-022-00945-5
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
In this paper, a generalized logarithmic hyperbolic secant (GLHS) function is introduced that can effectively suppress impulsive noise while guarding the signal of interest from damage. Also, an analysis of the optimal scaling parameter choices for the GLHS function was studied. Then, in order to address the performance drawbacks of the traditional time delay estimation methods based on correlation under an impulsive noise environment, a novel GLHS-based correlation (GLHSC) is further developed, and the reliable time delay estimation result is obtained by finding the peak of GLHSC. The comprehensive Monte Carlo simulation results demonstrate that the performance of the method based on GLHSC is better than other robust competitive methods based on correlation in terms of probability of resolution and estimation accuracy, especially in a heavy-tailed noise environment.
引用
收藏
页数:14
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