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Tytuł artykułu

Suppressing multiples using an adaptive multichannel filter based on L1-norm

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Języki publikacji
EN
Abstrakty
EN
Adaptive subtraction is an important link for removing surface-related multiples in the wave equation-based method. In this paper, we propose an adaptive multichannel subtraction method based on the L1-norm. We achieve enhanced compensation for the mismatch between the input seismogram and the predicted multiples in terms of the amplitude, phase, frequency band, and travel time. Unlike the conventional L2-norm, the proposed method does not rely on the assumption that the primary and the multiples are orthogonal, and also takes advantage of the fact that the L1-norm is more robust when dealing with outliers. In addition, we propose a frequency band extension via modulation to reconstruct the high frequencies to compensate for the frequency misalignment. We present a parallel computing scheme to accelerate the subtraction algorithm on graphic processing units (GPUs), which significantly reduces the computational cost. The synthetic and field seismic data tests show that the proposed method effectively suppresses the multiples.
Czasopismo
Rocznik
Strony
667--681
Opis fizyczny
Bibliogr. 44 poz.
Twórcy
autor
  • School of Earth Science, Northeast Petroleum University, Daqing, China
  • State Key Laboratory of Coastal and Offshore Engineering, Dalian University of Technology, Dalian, China
autor
  • Tuha Division, BGP Incorporation, China National Petroleum Corporation, Hami, China
autor
  • School of Earth Science, Northeast Petroleum University, Daqing, China
autor
  • State Key Laboratory of Coastal and Offshore Engineering, Dalian University of Technology, Dalian, China
Bibliografia
  • 1. Abma R, Kabir N, Matson KH, Michell S, Shaw SA, McLain B (2005) Comparisons of adaptive subtraction methods for multiple attenuation. Lead Edge 24:277–280. doi:10.1190/1.1895312
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  • 3. Bernth H, Sonneland L (1983) Wavefield extrapolation techniques for prestack attenuation of water reverberations. In: 53rd Annual International Meeting, SEG, Expanded Abstracts, pp 264–265
  • 4. Berryhill JR, Kim YC (1986) Deep-water peg legs and multiples: emulation and suppression. Geophysics 51:2177–2184. doi:10.1190/1.1442070
  • 5. Bishop K, Keliher J, Paffenholz J, Stoughton D, Michell S, Ergas R, Hadidi M (2001) Investigation of vendor demultiple technology for complex subsalt geology. In: 82nd Annual International Meeting, SEG, Expanded Abstracts, pp 1273–1276
  • 6. Bube KP, Langan RT (1997) Hybrid L1/L2 minimization with applications to tomography. Geophysics 62:1183–1195. doi:10.1190/1.1444219
  • 7. Cao Z, Qian Y (1999) Principles of modern communication (in Chinese). Tsinghua University Press, Beijing
  • 8. Dragoset B, Verschuur E, Moore I, Bisley R (2010) A perspective on 3D surface-related multiple elimination. Geophysics 75:75A245–75A261. doi:10.1190/1.3475413
  • 9. Fomel S (2009) Adaptive multiple subtraction using regularized nonstationary regression. Geophysics 74:V25–V33. doi:10.1190/1.3043447
  • 10. Guitton A, Verschuur DJ (2004) Adaptive subtraction of multiples using L1-norm. Geophys Prospect 52:27–38. doi:10.1046/j.1365-2478.2004.00401.x
  • 11. Guitton A, Brown M, Rickett J, Clapp R (2001) Multiple attenuation using a t − x pattern-based subtraction method. In: 71st Annual International Meeting, SEG, Expanded Abstracts, pp 1305–1308
  • 12. Hampson D (1986) Inverse velocity stacking for multiple elimination. J Can Soc Explor Geophys 22:44–55
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  • 16. Liu Y, Chang X, Jin D, He R, Sun H, Zheng Y (2011) An effective imaging condition for reverse-time migration using wavefield decomposition. Geophysics. 76:WB209–WB216. doi:10.1190/geo2010-0312.1
  • 17. Liu Y, Zhang J, Hu G (2015) Iterative reweighted least M-estimation AVO inversion. Explor Geophys 46:159–167. doi:10.1071/EG13038
  • 18. Lu W, Liu L (2009) Adaptive multiple subtraction based on constrained independent component analysis. Geophysics 70:v1–v7. doi:10.1190/1.3000600
  • 19. Lu W, Zhang S (2004) Seismic-controlled extrapolation of well-log parameters based on frequency-shift. Chin J Geophys (in Chinese) 47:354–358
  • 20. Luo Y, Kelamis PG, Fu Q, Huo S, Sindi G, Hsu S, Weglein AB (2011) Elimination of land internal multiples based on the inverse scattering series. Lead Edge 30:884–889
  • 21. Morley L (1983) Predictive deconvolution in shot-receiver space. Geophysics 48:515–531
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  • 24. Schiemenz A, Igel H (2013) Accelerated 3-D full-waveform inversion using simultaneously encoded sources in the time domain: application of Valhall ocean-bottom cable data. Geophys J Int 195:1970–1988. doi:10.1093/gji/ggt362
  • 25. Shin J, Ha W, Jun H, Min DJ, Shin C (2014) 3D Laplace-domain full waveform inversion using a single GPU card. Comput Geosci 67:1–13. doi:10.1016/j.cageo.2014.02.006
  • 26. Spitz S (1999) Pattern recognition, spatial predictability, and subtraction of multiple events. Lead Edge 18:55–58. doi:10.1190/1.1438154
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  • 29. Van Borselen RG, Schonewille MA, Hegge RF (2005) 3D surface-related multiple elimination: acquisition and processing solutions. Lead Edge 24:260–268
  • 30. Van Groenestijn GJA, Verschuur DJ (2009) Estimation of primaries and near-offset reconstruction by sparse inversion: marine data applications. Geophysics 74:R119–R128. doi:10.1190/1.3213532
  • 31. Ventosa S, Le Roy S, Huard I, Pica A, Rabeson H, Ricarte P, Duval L (2012) Adaptive multiple subtraction with wavelet-based complex unary Wiener filters. Geophysics 77:V183–V192. doi:10.1190/geo2011-0318.1
  • 32. Verschuur DJ (2006) Seismic multiple removal techniques: past, present and future. EAGE Publications, Houten
  • 33. Verschuur DJ, Berkhout AJ (1997) Estimation of multiple scattering by iterative inversion, part II: practical aspects and examples. Geophysics 62:1596–1611. doi:10.1190/1.1444262
  • 34. Verschuur DJ, Berkhout AJ, Wapenaar CPA (1992) Adaptive surface-related multiple elimination. Geophysics 57:1166–1177. doi:10.1190/1.1443330
  • 35. Wang Y (2003) Multiple subtraction using an expanded multichannel matching filter. Geophysics 68:346–354. doi:10.1190/1.1543220
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  • 38. Weglein A, Gasparotto F, Carvalho P, Stolt R (1997) An inverse-scattering series method for attenuating multiples in seismic reflection data. Geophysics 62:1975–1989. doi:10.1190/1.1444298
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  • 40. Wu M, Wang S (2011) A case study of f−kf−k demultiple on 2D offshore seismic data. Lead Edge 30:446–450
  • 41. Zhang JH, Wang SQ, Yao ZX (2009) Accelerating 3D Fourier migration with graphic processing units. Geophysics 74:WCA129–WCA139. doi:10.1190/1.3223186
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Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-7ae74e2e-883b-44b5-8bef-b562edbacb5f
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