ARTICLE

Least-squares reverse time migration of blended data with low-rank constraint along structural direction

MIN BAI1 JUAN WU1 JIANYONG XIE2 DONG ZHANG2
Show Less
1 School of Resources and Environment, North China University of Water Resources and Electric Power, Zhengzhou 450045, P.R. China,
2 State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum, Fuxue Road 18, Beijing 102200, P.R. China,
JSE 2018, 27(1), 29–48;
Submitted: 9 June 2025 | Revised: 9 June 2025 | Accepted: 9 June 2025 | Published: 9 June 2025
© 2025 by the Authors. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution -Noncommercial 4.0 International License (CC-by the license) ( https://creativecommons.org/licenses/by-nc/4.0/ )
Abstract

Bai, M., Wu, J., Xie, J., and Zhang, D., 2018. Least-squares least reverse time migration of blended data with low-rank constraint along structural direction. Journal of Seismic Exploration, 27: 29-48. The simultaneous-source acquisition has been developed to tremendously improve the marine acquisition efficiency. The economic benefit is compromised by the complexity of recorded seismic data. We propose an effective direct imaging algorithm for migrating the blended simultaneous-source data without preprocessing, i.e., source separation. While the least-squares reverse time migration can help attenuate the crosstalk noise significantly, there are still a huge amount of artifacts existing in the final image. We propose to apply a low-rank constraint to regularize the model during the least-squares inversion. The low-rank constraint is applied along the geological structure of the reflectivity image in order to fully take advantage of the structural patterns of seismic images. Two numerical examples with different complexity validate the effectiveness of the proposed method.

Keywords
simultaneous-source acquisition
least-squares reverse time migration
low-rank constraint
geological structure
crosstalk noise
References
  1. Abma, R., 2014. Shot scheduling in simultaneous shooting. 84th Ann. Internat. SEG Mtg.,
  2. Denver: 94-98.
  3. Abma, R.L. and Yan, J., 2009. Separating simultaneous sources by inversion, Extended
  4. Abstr., 71st EAGE Conf., Amsterdam.
  5. Beasley, C.J., Chambers, R.E. and Jiang, Z., 1998, A new look at simultaneous sources.
  6. Expanded Abstr., 68th Ann. Internat. SEG Mtg., New Orleans: 133-135.
  7. Chen, W., Yuan, J., Chen, Y. and Gan, S., 2017a. Preparing the initial model for iterative
  8. deblending by median filtering. J. Seismic Explor., 26: 25-47.
  9. Chen, Y., 2015a. Deblending using a space-varying median filter. Explor. Geophys., 46:
  10. 332-341.
  11. Chen, Y., 2015b. Iterative deblending with multiple constraints based on shaping
  12. regularization. IEEE Geosci. Remote Sens. Lett., 12: 2247-2251.
  13. Chen, Y., 2016. Dip-separated structural filtering using seislet thresholding and adaptive
  14. empirical mode decomposition based dip filter. Geophys. J. Internat., 206: 457-469.
  15. Chen, Y., 2017. Fast dictionary learning for noise attenuation of multidimensional
  16. seismic data. Geophys. J. Internat., 209: 21-31.
  17. Chen, Y., Chen, H., Xiang, K. and Chen, X., 2017b. Preserving the discontinuities in
  18. least-squares reverse time migration of simultaneous-source data. Geophysics,
  19. 82(3): S185-S196.
  20. Chen, Y. and Fomel, S., 2015. Random noise attenuation using local signal-and-noise
  21. orthogonalization. Geophysics, 80: WD1-WD9.
  22. Chen, Y., Fomel, S. and Hu, J., 2014a. Iterative deblending of simultaneous-source
  23. seismic data using seislet-domain shaping regularization. Geophysics, 79:
  24. V179-V189.
  25. Chen, Y., Gan, S., Qu, S. and Zu, S., 2015a. Sparse inversion for water bubble removal
  26. and spectral enhancement. J. Appl. Geophys., 117: 81-90.
  27. Chen, Y. and Jin, Z., 2015. Simultaneously removing noise and increasing resolution of
  28. seismic data using waveform shaping. IEEE Geosci. Remote Sens. Lett., 13:
  29. 102-104.
  30. Chen, Y., Yuan, J., Jin, Z., Chen, K. and Zhang, L., 2014b. Deblending using normal
  31. moveout and median filtering in common-midpoint gathers. J. Geophys. Engineer.,
  32. 11: 045012.
  33. Chen, Y., Yuan, J., Zu, S., Qu, S. and Gan, S., 2015b. Seismic imaging of
  34. simultaneous-source data using constrained least-squares reverse time migration. J.
  35. Appl. Geophys., 114: 32-35.
  36. Dai, W. and Schuster, G.T., 2011. Least-squares migration of multisource data with a
  37. deblurring filter. Geophysics, 76: R135—R146.
  38. Fomel, S., 2002. Application of plane-wave destruction filters. Geophysics, 67:
  39. 1946-1960.
  40. Fomel, S., 2007. Shaping regularization in geophysical estimation problems. Geophysics,
  41. 72: R29-R36.
  42. Freire, S.L.M. and Ulrych, T.J., 1988. Application of singular value decomposition to
  43. vertical seismic profiling. Geophysics, 53: 778-785.
  44. Gan, S., Wang, S., Chen, Y. and Chen, X., 2016a. Simultaneous-source separation using
  45. iterative seislet-frame thresholding. IEEE Geosci. Remote Sens. Lett., 13, 197-201.
  46. Gan, S., Wang, S., Chen, Y., Chen, X. and Xiang, K., 2016b. Separation of simultaneous
  47. sources using a structural-oriented median filter in the flattened dimension. Comput.
  48. Geosci., 86: 46-54.
  49. Gan, S., Wang, S., Chen, Y., Qu, S. and Zu, S., 2016c. Velocity analysis of
  50. simultaneous-source data using high-resolution semblance-coping with the strong
  51. noise. Geophys. J. Internat., 204: 768-779.
  52. Gan, S., Wang, S., Chen, Y., Zhang, Y. and Jin, Z., 2015. Dealiased seismic data
  53. interpolation using seislet transform with low-frequency constraint. IEEE Geosci.
  54. Remote Sens. Lett., 12: 2150-2154.
  55. Huang, W., Wang, R., Chen, X. and Chen, Y., 2017a. Double least squares projections
  56. method for signal estimation. IEEE Transact. Geosci. Remote Sens., 55: 4111-4129.
  57. Huang, W., Wang, R., Chen, Y., Li, H. and Gan, S., 2016. Damped multichannel singular
  58. spectrum analysis for 3D random noise attenuation. Geophysics, 81(4): V261-V270.
  59. Huang, W., Wang, R., Yuan, Y., Gan, S. and Chen, Y., 2017b. Signal extraction using
  60. randomized-order multichannel singular spectrum analysis: Geophysics, 82, no. 2,
  61. V59-V74.
  62. Kong, D., Peng, Z., He, Y. and Fan, H., 2016. Seismic random noise attenuation using
  63. directional total variation in the shearlet domain. J. Seismic Explor., , 25: 321-338.
  64. Liu, C., Wang, D., Hu, B., and Wang, T., 2016a. Seismic deconvolution with shearlet
  65. sparsity constrained inversion. J. Seismic Explor., 25: 433-445.
  66. Liu, W., Cao, S., Gan, S., Chen, Y., Zu, S. and Jin, Z., 2016b. One-step slope estimation
  67. for dealiased seismic data reconstruction via iterative seislet thresholding. IEEE
  68. Geosci. Remote Sens. Lett., 13: 1462-1466.
  69. Mahdad, A., 2012. Deblending of Seismic Data. Ph.D. thesis, TU Delft.
  70. Qu, S., Zhou, H., Liu, R., Chen, Y., Zu, S., Yu, S., Yuan, J. and Yang, Y., 2016.
  71. Deblending of simultaneous-source seismic data using fast iterative shrinkage-
  72. thresholding algorithm with firm-thresholding. Acta Geophys., 64: 1064-1092.
  73. Verschuur, D.J. and Berkhout, A.J., 2011. Seismic migration of blended shot records with
  74. surface-related multiple scattering. Geophysics, 76: A7-A13.
  75. Wu, J., Wang, R., Chen, Y., Zhang, Y., Gan, S. and Zhou, C., 2016. Multiples attenuation
  76. using shaping regularization with seislet domain sparsity constraint. J. Seismic
  77. Explor., 25: 1-9.
  78. Xue, Y., Man, M., Zu, S., Chang, F. and Chen, Y., 2017. Amplitude-preserving iterative
  79. deblending of simultaneous source seismic data using high-order radon transform. J.
  80. Appl. Geophys., 139: 79-90.
  81. Xue, Z., Chen, Y., Fomel, S. and Sun, J., 2016. Seismic imaging of incomplete data and
  82. simultaneous-source data using least-squares reverse time migration with shaping
  83. regularization. Geophysics, 81: S11-S20.
  84. Zhong, W., Chen, Y., Gan, S. and Yuan, J., 2016. L1/2 norm regularization for 3D
  85. seismic data interpolation. J. Seismic Explor.: 257-268.
  86. Zu, S., Zhou, H., Chen, H., Zheng, H. and Chen, Y., 2017a. Two field trials for
  87. deblending of simultaneous source surveys: why we failed and why we succeeded? J.
  88. Appl. Geophys., 143: 182-194.
  89. Zu, S., Zhou, H., Chen, Y., Qu, S., Zou, X., Chen, H. and Liu, R., 2016. A periodically
  90. varying code for improving deblending of simultaneous sources in marine
  91. acquisition. Geophysics, 81: V213-V225.
  92. Zu, S., Zhou, H., Li, Q., Chen, H., Zhang, Q., Mao, W. and Chen, Y., 2017b. Shot-
  93. domain deblending using least-squares inversion. Geophysics, 82(4): V241-V256
Share
Back to top
Journal of Seismic Exploration, Electronic ISSN: 0963-0651 Print ISSN: 0963-0651, Published by AccScience Publishing