Journal of Jilin University(Earth Science Edition) ›› 2020, Vol. 50 ›› Issue (3): 895-904.doi: 10.13278/j.cnki.jjuese.20190147

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Separation and Primary Estimation of Blended Data by 3D Sparse Inversion

Wang Tiexing, Wang Deli, Sun Jing, Hu bin, Liu Sixiu   

  1. College of GeoExploration Sicence and Technology, Jilin University, Changchun 130026, China
  • Received:2019-07-25 Published:2020-05-29
  • Supported by:
    Supported by National Nature Science Foundation of China(2016ZX05026-002-003)and National Natural Science Foundation of China(41374108)

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Abstract: The blended acquisition of seismic data is widely used in the industry area; however, the seismic data acquired by such a method contain overlapping shot records of multiple sources, which is not conducive to the subsequent seismic data processing. A modified separation and primary estimation method for blended data based on 3D sparse inversion is proposed in this paper. We introduce the L1 norm bi-convex optimization into the solution process of estimating primary impulse responses by conventional EPSI and SPGL1 algorithm to get the global minima, so that the inversion process is stable. Besides, 2D curvelet transform and 1D wavelet transform are combined into a 3D sparse constraint to improve the calculation speed while ensuring the inversion accuracy. Compared to the conventional EPSI for blended data in the standard industry workflow, the effectiveness and superiority of this proposed method is verified in the application in synthetic data and marine field data.

Key words: separation of blended data, primary estimation, 3D sparse inversion

CLC Number: 

  • P631.4
[1] Berkhout A J. Changing the Mindset in Seismic Data Acquisition[J]. Leading Edge, 2008, 27(7):924-938.
[2] Tang Y, Biondi B. Least-Squares Migration/Inversion of Blended Data[C]//SEG Technical Program Expanded Abstracts 2009.[S.l.]:Society of Exploration Geophysicists, 2009:2859-2863.
[3] Verschuur D J, Berkhout A J. Seismic Migration of Blended Shot Records with Surface-Related Multiple Scattering[J]. Geophysics, 2011, 76(1):A7-A13.
[4] Anagaw A Y, Sacchi M D. Comparison of Multifrequency Selection Strategies for Simultaneous-Source Full-Waveform Inversion[J]. Geophysics, 2014, 79(5):R165-R181.
[5] Huo S, Luo Y, Kelamis P G. Simultaneous Sources Separation via Multidirectional Vector-Median Filtering[J]. Geophysics, 2012, 77(4):V123-V131.
[6] 张良,韩立国,李宇,等. 基于时间窗边线检测和多级中值滤波的混采数据分离[J]. 地球物理学进展, 2018, 33(6):2512-2521. Zhang Liang, Han Liguo, Li Yu, et al. Separation of Blended Data Based on Time Window Edge Line Detection and Multilevel Median Filter[J]. Progress in Geophysics, 2018, 33(6):2512-2521.
[7] Chen Y. Deblending Using a Space-Varying Median Filter[J]. Exploration Geophysics, 2015, 46(4):332-341.
[8] Mahdad A, Doulgeris P, Blacquiere G. Separation of Blended Data by Iterative Estimation and Subtraction of Blending Interference Noise[J]. Geophysics, 2011, 76(3):Q9-Q17.
[9] Lin T T Y, Herrmann F J. Designing Simultaneous Acquisitions with Compressive Sensing[C]//71st EAGE Conference and Exhibition Incorporating SPE EUROPEC.[S. l.]:EAGE, 2009.
[10] Chen Y, Fomel S, Hu J. Iterative Deblending of Simultaneous-Source Seismic Data Using Seislet-Domain Shaping Regularization[J]. Geophysics, 2014, 79(5):V179-V189.
[11] Cheng J, Sacchi M D. Separation and Reconstruction of Simultaneous Source Data via Iterative Rank Reduction[J]. Geophysics, 2015, 80(4):V57-V66.
[12] Cheng J, Sacchi M D. Fast Dual-Domain Reduced-Rank Algorithm for 3D Deblending via Randomized QR Decomposition[J]. Geophysics, 2016, 81(1):V89-V101.
[13] Zu S, Zhou H, Mao W, et al. Iterative Deblending of Simultaneous-Source Data Using a Coherency-Pass Shaping Operator[J]. Geophysical Journal International, 2017, 211(1):541-557.
[14] Verschuur D J, Berkhout A J, Wapenaar C P A. Adaptive Surface-Related Multiple Elimination[J]. Geophysics, 1992, 57(9):1166-1177.
[15] van Groenestijn G J, Verschuur D J. Estimating Primaries by Sparse Inversion and Application to Near-Offset Data Reconstruction[J]. Geophysics, 2009, 74(3):A23-A28.
[16] van Groenestijn G J A, Verschuur D J. Using Surface Multiples to Estimate Primaries by Sparse Inversion from Blended Data[J]. Geophysical Prospecting, 2011, 59(1):10-23.
[17] Berkhout A J, Blacquière G, Verschuur E. From Simultaneous Shooting to Blended Acquisition[C]//SEG Technical Program Expanded Abstracts 2008.[S. l.]:Society of Exploration Geophysicists, 2008:2831-2838.
[18] Lin T Y, Herrmann F J. Robust Signature Deconvolution and the Estimation of Primaries by Sparse Inversion[J]. Geophysics, 2013, 78(3):133-150.
[19] Hennenfent G, Berg E, Friedlander M P, et al. New Insights into One-Norm Solvers from the Pareto Curve[J]. Geophysics, 2008, 73(4):A23-A26.
[20] van den Berg E, Friedlander M P. Probing the Pareto Frontier for Basis Pursuit Solutions[J]. SIAM Journal on Scientific Computing, 2008, 31(2):890-912.
[21] van den Berg E, Friedlander M P. Sparse Optimization with Least-Squares Constraints[J]. SIAM Journal on Optimization, 2011, 21(4):1201-1229
[22] Feng Fei, Wang Deli, Zhu Heng,et al. Estimating Primaries by Sparse Inversion of the 3D Curvelet Transform and the L1-Norm Constraint[J]. Applied Geophysics, 2013,10(2):201-209.
[23] Wang Tiexing, Wang Deli, Sun Jing, et al. Closed-Loop SRME Based on the 3D L1-Norm Sparse Inversion[J]. Acta Geophysica, 2017, 65(6):1145-1152.
[24] 韩立,韩立国,李翔,等.二阶声波方程频域PML边界条件及频域变网格步长并行计算[J].吉林大学学报(地球科学版), 2011, 41(4):1226-1232. Han Li, Han Liguo, Li Xiang, et al. PML Boundary Conditions for Second-Order Acoustic Wave Equations and Variable Grid Parallel Computation in Frequency-Domain Modeling[J]. Journal of Jilin University (Earth Science Edition), 2011, 41(4):1226-1232.
[25] 田坤,黄建平,李振春,等.实现复频移完全匹配层吸收边界条件的递推卷积方法[J].吉林大学学报(地球科学版), 2013, 43(3):1022-1032. Tian Kun, Huang Jianping, Li Zhenchun, et al.Recursive Convolution Method for Implementing Complex Frequency-Shifted PML Absorbing Boundary Condition[J]. Journal of Jilin University (Earth Science Edition), 2013, 43(3):1022-1032.
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