A robust method for analyzing the instantaneous attributes of seismic data: The instantaneous frequency estimation based on ensemble empirical mode decomposition

被引:8
|
作者
Li, Xiangfang [1 ]
Chen, Wenchao [1 ]
Zhou, Yanhui [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Inst Wave & Informat, Xian 710049, Peoples R China
基金
中国国家自然科学基金; 国家自然科学基金重大项目;
关键词
Ensemble empirical mode decomposition; Instantaneous frequency; Mode mixing; The thickness of stratum;
D O I
10.1016/j.jappgeo.2014.09.017
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The Hilbert-Huang transform (HHT) includes two procedures. First, empirical mode decomposition (EMD) is used to decompose signals into several intrinsic mode functions (IMFs) before the Hilbert transform (HT) of these IMFs are calculated. Compared to the conventional Hilbert transform (HT), HI-IT is more sensitive to thickness variations of seismic beds. However, random noise in seismic signal may cause the mixture of the modes from HHT. The recent ensemble empirical mode decomposition (EEMD) presents the advantages in decreasing mode mixture and has the promising potential in seismic signal analysis. Currently, EEMD is mainly used in seismic spectral decomposition and noise attenuation. We extend the application of EEMD based instantaneous frequency to the analysis of bed thickness. The tests on complex Marmousi2 model and a 2D field data show that EEMD is more effective in weakening mode mixtures contained in the IMFs, compared with that calculated by EMD. Furthermore, the EEMD based instantaneous frequency is more sensitive to the seismic thickness variation than that based on EMD and more consistent with the stratigraphic structure, which means that E-IFPs are more advantageous in characterizing reservoirs. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:102 / 109
页数:8
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