Abstract
The conventional poststack inversion uses standard recursion formulas to obtain impedance in a single trace. It cannot allow for lateral regularization. In this paper, ID edge-preserving smoothing (EPS) filter is extended to 2D/3D for setting precondition of impedance model in impedance inversion. The EPS filter incorporates a priori knowledge into the seismic inversion. The a priori knowledge incorporated from EPS filter preconditioning relates to the blocky features of the impedance model, which makes the formation interfaces and geological edges precise and keeps the inversion procedure robust. Then, the proposed method is performed on two 2D models to show its feasibility and stability. Last, the proposed method is performed on a real 3D seismic work area from Southwest China to predict reef reservoirs in practice.
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References
AlBinHassan, N. M., Luo, Y., and Al-Faraj, M. N., 2006, 3D edge-preserving and applications: Geophysics, 71(4), 5–11.
Al-Dossary, S., and Marfurt, K. J., 2007, Lineament-preserving filtering: Geophysics, 72(1), P1–P8.
Anagaw, A., and Sacchi, M. D., 2018, Edge-preserving smoothing for simultaneous-source FWI model updates in high-contrast velocity models: Geophysics, 83(2), A33–A37.
Berteussen, K. A., and Ursin, B., 1983, Approximate computation of the acoustic impedance from seismic data: Geophysics, 48(10), 1351–1358.
Cooke, D. A., and Schneider, W. A., 1983, Generalized linear inversion of reflections seismic data: Geophysics, 48(6), 665–676.
Dai, R., Yin, C., and Zhang, X., 2018, Adaptive edge-preserving smoothing filter: CPS/SEG Beijing International Geophysical Conference, 804–807.
Dai, R., Yin, C., Nueraili, Z., and Zhang, F., 2019, Seismic inversion with adaptive edge-preserving smoothing preconditioning on impedance model: Geophysics, 84(1), R11–R19.
Dai, R., Zhang, F., and Liu, H., 2016, Seismic inversion based on proximal objective function optimization algorithm: Geophysics, 81(5), R237–R246.
Gholami, A., 2015, Nonlinear multichannel impedance inversion by total-variation regularization: Geophysics, 80(5), R217–R224.
Hamid, H., and Pidlisecky, A., 2015, Multitrace impedance inversion with lateral constraints: Geophysics, 80(6), M101–M111.
Jamali Hondori, E., Mikada, H., nori Goto, T., and Takekawa, J., 2013, A random layer-stripping method for seismic reflectivity inversion: Exploration Geophysics, 44(2), 70–76.
Kuwahara, M., Hachimura, K., Eiho, S., and Kinoshita, M., 1976, Digital processing of biomedical images: Plenum Press, New York, 309–322.
Li, C. H., Zhao, Q. Xu, H. J., Feng, K., and Liu, X., 2014, Effect of gas hydrates on formation permeability using nuclear magnetic resonance measurements in Shenhu area, South China Sea: Applied Geophysics, 11(2), 206–214.
Liu, Y., Zhang, J. H., Wang, Y. G., Liu, L. B., and Li, H. M., 2020, An improved Gaussian frequency domain sparse inversion method based on compressed sensing: Applied Geophysics, 17(3), 443–452.
Luo, Y., Marhoon, M., Al-Dossary, S., and Alfaraj, M., 2002, Edge-preserving smoothing and applications: The Leading Edge, 21(2), 136–158.
Marfurt, K. J., 2006, Robust estimates of 3D reflector dip and azimuth: Geophysics, 71(4), P29–P40.
Menke, W., 1984, Geophysical data analysis: Discrete inverse theory: Academic Press Inc, London, 89–114.
Misra, S., and Sacchi, M. D., 2008, Global optimization with model-space preconditioning Application to AVO inversion: Geophysics, 73(5), R71–R82.
Robinson, E. A., and Treitel, S., 1980, Geophysical Signal Analysis: Prentice-Hall, Englewood, 56–78.
Tarantola, A., 1984, Inversion of seismic reflection data in the acoustic approximation: Geophysics, 49(8), 1259–1266.
Tarantola, A., 1987, Inverse problem theory: Methods for data fitting and model parameter estimation: Elsevier Science Publishing Company Inc, Amsterdam, 20–41.
Wang, Y., Lin, W., Cheng, S., She, B., Hu, G., and Liu, W., 2018, Sharp and laterally constrained multitrace impedance inversion based on blocky coordinate descent: Acta Geophysica, 66(4), 623–631.
Yan, Z., and Gu, H., 2013, Non-linear prestack seismic inversion with global optimization using an edge-preserving smoothing filter: Geophysical Prospecting, 61(4), 747–760.
Youzwishen, C. F., 2001, Non-linear sparse and blocky constraints for seismic inverse problems: M.S. thesis, University of Alberta.
Yuan, S., Wang, S., Luo, C., and He, Y., 2015, Simultaneous multitrace impedance inversion with transform-domain sparsity promotion: Geophysics, 80(2), R71–R80.
Zhang, F., Dai, R., and Liu, H., 2014, Seismic inversion based on L1-norm misfit function and total variation regularization: Journal of Applied Geophysics, 109, 111–118.
Zhang, F., Li, D., and Dai, R., 2015, Seismic inversion based on edge preserving smooth regularization: Journal of China University of Mining & Technology, 44(2), 255–261.
Zhang, Z. B., Xuan Y. H., and Deng Y., 2019, Simultaneous prestack inversion of variable-depth streamer seismic gather data: Applied Geophysics, 16(1), 99–107.
Zhao, H., Xu, H., Di, Z. X., Zhang, J. M., and Liu, Z. P., 2018, Analysis of acquisition parameters and geometry quality: Applied Geophysics, 15(3–4), 413–419.
Acknowledgments
This work is supported by the following funds: The National Key S&T Special Projects (No. 2017ZX05008004-008), the National Natural Science Foundation of China (No. 41874146), the National Natural Science Foundation of China (No. 41704134), the Innovation Team of Youth Scientific and Technological in Southwest Petroleum University (No. 2017CXTD08), and the Initiative Projects for Ph.D. in China West Normal University (No. 19E063). We also are grateful to the reviewers and editors for their constructive comments on this paper.
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Zhong Fei-Yan is a Lecturer. She began to study for Ph.D. in the school of Geoscience and Technology at Southwest Petroleum University in 2016. She obtained M.S. from the Department of Electrical and Computer Engineering at Purdue University in 2011. Her research area is geodetection and information technology. E-mail: yzfy2000@163.com
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Fei-Yan, Z., Lu, Z., Rong-Huo, D. et al. Improvement and application of preprocessing technique for multitrace seismic impedance inversion. Appl. Geophys. 18, 54–62 (2021). https://doi.org/10.1007/s11770-020-0840-8
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DOI: https://doi.org/10.1007/s11770-020-0840-8