Generalized W Transform and Its Application in Gas-Bearing Reservoir Characterization

被引:7
|
作者
Li, Rui [1 ,2 ,3 ]
Zhu, Xing [1 ,2 ]
Zhou, Yuzhu [1 ,2 ,3 ]
Chen, Hui [1 ,3 ]
Chen, Xuping [1 ,3 ]
Hu, Ying [1 ,2 ,3 ]
机构
[1] Chengdu Univ Technol, State Key Lab Oil & Gas Reservoir Geol & Explorat, Chengdu 610059, Peoples R China
[2] Chengdu Univ Technol, Coll Comp & Cyber Secur, Chengdu 610059, Peoples R China
[3] Chengdu Univ Technol, Geomath Key Lab Sichuan Prov, Chengdu 610059, Peoples R China
基金
中国国家自然科学基金;
关键词
Standards; Time-frequency analysis; Reservoirs; Transforms; Market research; Frequency estimation; Signal resolution; Dominant frequency; gas-bearing reservoirs; generalized WT (GWT); W transform (WT); SYNCHROSQUEEZING TRANSFORM; S-TRANSFORM; FREQUENCY;
D O I
10.1109/LGRS.2021.3108836
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The W transform (WT), employing a Gaussian window with non-stationary dominant frequency weight, is suitable for reservoir description with high time resolution at low-frequency band. In this letter, we generalize the WT through designing a novel frequency-varying Gaussian standard deviation with a two-parameter multivariate composite exponential form of the dominant frequency, namely generalized WT (GWT), which can avoid the singularity of WT caused by the non-differentiability of its standard deviation at the dominant frequency, thus obtaining a smoother and more flexible window. Compared with the S-transform (ST) and WT, the proposed method provides a better time-frequency (TF) representation performance. The analysis results of simulated seismic trace and field seismic data illustrate that the GWT can effectively characterize gas-bearing reservoirs.
引用
收藏
页数:5
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