Seismic velocity field estimation using sonic well logs decomposed by Singular Spectrum Analysis (SSA) and Exponentially Weighted Moving Average (EWMA)- A case of study in Reco circumflex accent ncavo Basin, Brazil

被引:0
|
作者
Souza, Wilker Eduardo [1 ]
Cerqueira, Alexsandro Guerra [2 ]
Porsani, Milton Jose [3 ]
机构
[1] Fed Univ Bahia UFBA, Ctr Res Geophys & Geol CPGG, Grp Estudo & Aplicacao Inteligencia Artificial Geo, Rua Barao Geremoabo, BR-40170290 Salvador, BA, Brazil
[2] Fed Univ Bahia UFBA Grp Estudo & Aplicacao Intelig, Av Adhemar Barros S N Campus Ondina, BR-40170100 Salvador, BA, Brazil
[3] Fed Univ Bahia UFBA, Ctr Res Geophys & Geol CPGG, Rua Barao Geremoabo, BR-40170290 Salvador, BA, Brazil
基金
巴西圣保罗研究基金会;
关键词
Sonic log; Velocity analysis; Reco?ncavo Basin; Exponentially Weighted Moving Average; Singular Spectrum Analysis;
D O I
10.1016/j.jappgeo.2022.104821
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The determination of an accurate seismic wavefield velocity propagating in the subsurface is a problem faced currently by geoscientists. However, velocity analysis on land seismic data is often compromised due to lack of a good signal-to-noise ratio, absence of guide reflectors, and low fold, which significantly affects the quality of the final velocity model and, consequently, the seismic image. This paper introduces an improvement in the root mean square (RMS) velocity model obtained from the Polo-Miranga seismic cube, located in the Reco<SIC>ncavo sedimentary basin in northeast of Brazil, using slowness well log data. The available vagarosity logs were smoothed using the Exponentially Weighted Moving Average (EWMA) and Singular Spectrum Analysis (SSA) to determine a new measurement that reflects the low frequency of the p-wave seismic velocity to be employed in the velocity analysis. Estimating the best parameter of the EWMA algorithm required some tests to smooth the slowness. At the same time, the first component of the sonic decomposition into three other curves was a reasonable way to estimate the velocity. Those techniques showed robust results and enhanced some reflectors in the 3D stack. Furthermore, the proposed methodology's performance is validated through the normal moveout correction (NMO) simulation and on the time-slice image.
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页数:11
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