高阶统计约束稀疏盲反褶积技术研究与应用

doi:10.11743/ogg20160417

Abstract

Abstract: Based on the basic theory of Bayesian and using the high precision wavelet estimated in high-order double spectrum domain as constraints,this paper realized sparse blind deconvolution frequency-expanding processing under the modified Cauchy criteria and obtained data that are more reliable and have higher frequency than the conventional deconvolution frequency-enhancing method.The results of numerical experiments and real data processing show that the wavelet estimated in the dual spectrum domain has higher accuracy,under the priori constraint of which the sparse blind deconvolution can greatly enhance the resolution of both P-wave and PS-wave.It can meet the requirement of resolute very thin layers,thus can be used as an effective method for high resolution processing.

Key words: wavelet estimation, frequency improving, deconvolution, reflectance, seismic exploration

CLC Number:

P631

Zhang Hua, Pang Yanqing, He Zhenhua, Yang Bo, He Guangming, Wu Furong, Chen Aiping, Xie Xiaocui. Study and application of high-order statistics constrained sparse blind deconvolution technique[J]. Oil & Gas Geology, 2016, 37(4): 591-597.

References

[1] Wiggings R A.Minimum entropy deconvolution[J].Geoexploration,1978,16(1):21-35.
[2] Canadas G.A mathematical framework for blind deconvolution inversion problems[J].The 72nd SEG Annual Meeting,2002,2202-2205.
[3] 刘财,谢金娥,郭全仕,等.一种基于自然梯度的地震盲反褶积方法[J].石油物探,2008,47(5):439-443.Liu Cai,Xie Jin'e,Guo Quanshi,et al.Seismic blind deconvolution based on natural gradient[J].Geophysical Prospecting Petroleum,2008,47(5):439-443.
[4] 孟大江.稀疏变换反褶积和高精度子波提取方法研究[D].吉林大学,2009.Meng Dajiang.Deconvolution based on sparse transform and high precision wavelet extraction methods[D].Jilin University,2009.
[5] 李力民,姚泳汐.基于Cauchy稀疏约束的同时迭代反演反射系数与地震子波的研究[J].重庆科技学院学报(自然科学版),2011,1673-1980.LI Limin,YAO Yongxi.Iteration Inversion of Reflectivity Coefficient and Seimic Wavelet Based on the Cauchy Sparse Constraint[J].Journal of Chongqing University of Science and Technology (Natural Sciences Edition),2011,1673-1980.
[6] 李大卫,田继东,成竹,等.基于高阶统计的混合相位子波估计及其处理[J].勘探地球物理进展,2005,1671-8585.Li Dawei,Tian Jidong,Cheng Zhu,et al.Estimation of mixed-phase wavetet base on higher-order statistics[J].Progress in Exploration Geophysics,2005,1671-8585.
[7] 陈建,戴永寿,张亚南,等.基于高阶统计量的地震子波提取方法评价[J].石油地球物理勘探,2013,48(3):497-503.Chen Jian,Dai Yongshou,Zhang Yanan.Evaluation approaches for wavelet pickup based on high-order statistics[J].Oil Geophysical Prospecting,2013,48(3):497-503.
[8] 杨克明,张虹.地震三维三分量技术在致密砂岩裂缝预测中的应用-以川西新场气田为例[J].石油与天然气地质,2008,29(5):683-689.Yang Keming,Zhang Hong.Application of 3D-3C seismic technique to the prediction of fractures in tight sandstone-an example from Xinchang gas field in the Western Sichuan Depression[J].Oil&Gas Geology,2008,29(5):683-689.
[9] 叶泰然,付顺,吕其彪,等.多波地震联合反演预测相对优质储层——以川西深层致密碎屑砂岩为例[J].石油与天然气地质,2009,30(3):357-362,369.Ye Tairan,Fu Shun,Lü Qibiao,et al.Application of multiwave joint inversion to the prediction of relatively high-quality reservoirs-an example from the prediction of deep tight clastic sandstone reservoirs in the western Sichuan Basin[J].Oil&Gas Geology,2009,30(3):357-362,369.
[10] 袁书坤,陈开远,Bob A Hardage,等.纵波-转换横波联合反演技术在页岩气藏勘探中的应用[J].石油与天然气地质,2015,36(1):168-174.Yuan Shukun,Chen Kaiyuan,Bob A Hardage,et al.Application of joint PP and PS inversion to the exploration of shale-gas reservoirs[J].Oil&Gas Geology,2015,36(1):168-174.
[11] Brillinger D.R.An introduction topolyspectra[J].Ann Math Statist,1965,36(1):1351-1374.
[12] Rosenblatt M,Van Ness J W.Estimation of the bispectrum[J].Ann.Math.Statist,1965,36(1):1120-1136.
[13] 李国福.盲源反褶积方法与应用研究[J].石油化工应用,2010,1673-5285.LI Guofu.The method and applied research of blind deconvolution[J].Petrochemical Industry Application,2010,1673-5285.
[14] 孙建业,高伟,刘怀山,等.基于高阶统计约束实现同态盲反褶积[J].石油地球物理勘探,2013,48(1):31-36.Sun Jianye,Gao Wei,Liu Huaishan,et al.Seismic homomorphic blind deconcolution based on high order statistics constraint[J].Oil Geophysical Prospecting,2013,48(1):31-36.

Study and application of high-order statistics constrained sparse blind deconvolution technique

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