Research on wavelet estimation via cumulant-based ARMA model approach

被引:0
|
作者
Dai, Yong-Shou [1 ]
Wang, Jun-Ling [1 ]
Wang, Wei-Wei [1 ]
Wei, Lei [1 ]
机构
[1] China Univ Petr, Dong Ying 257061, Peoples R China
关键词
high-order cumulant; ARMA (autoregressive moving average); linear and nonlinear combination; signal estimation; wavelet extraction; seismological signal processing;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
On the assumption that the seismic wavelet is non-causal and mixed 'phase, ARMA(autoregressive moving, average) model was utilized to describe the seismic wavelet, and a cumulant-based parametric estimation approach which sythesized both the linear (matrix equation)and nonlinear(cumulant matching) methods was proposed to estimate the wavelet parameters. In this approach, the cumulant matching g approach is used for accurate parameter estimation, with the basis of the initial guess that generaled from matrix equations. Theoretic analysis and numerical simulation demonstrate the feasibility of this approach. Compared with the potential computational error of the linear methods, this approach can improve parameter estimation precision. Moreover; it extracts wavelet with high computational efficiency by avoiding the use of cumulant matching method under MA (moving, average) model description, and reduces the complexity of initial guess via ARMA model matching approach.
引用
收藏
页码:1882 / 1886
页数:5
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