메뉴 건너뛰기




Volumn 58, Issue 4, 2017, Pages 395-414

Genetic algorithm full-waveform inversion: Uncertainty estimation and validation of the results

Author keywords

Full waveform inversion; Genetic algorithm; Gibbs sampler; Uncertainty estimation

Indexed keywords


EID: 85040327267     PISSN: 00066729     EISSN: None     Source Type: Journal    
DOI: 10.4430/bgta0199     Document Type: Article
Times cited : (24)

References (38)
  • 1
    • 84925638630 scopus 로고    scopus 로고
    • Seismic velocity estimation from well log data with genetic algorithms in comparison to neural networks and multilinear approaches
    • Aleardi M.; 2015: Seismic velocity estimation from well log data with genetic algorithms in comparison to neural networks and multilinear approaches. J. Appl. Geophys., 117, 13-22, doi:10.1016/j.jappgeo.2015.03.021.
    • (2015) J. Appl. Geophys , vol.117 , pp. 13-22
    • Aleardi, M.1
  • 2
    • 84992416444 scopus 로고    scopus 로고
    • Assessment of different approaches to rock physics modeling: A case study from offshore Nile Delta
    • Aleardi M. and Ciabarri F.; 2017: Assessment of different approaches to rock physics modeling: a case study from offshore Nile Delta. Geophys., 82, MR15-MR25, doi:10.1190/geo2016-0194.1.
    • (2017) Geophys , vol.82 , pp. MR15-MR25
    • Aleardi, M.1    Ciabarri, F.2
  • 3
    • 84978224435 scopus 로고    scopus 로고
    • 1D elastic FWI and uncertainty estimation by means of a hybrid genetic algorithm-gibbs sampler approach
    • Aleardi M. and Mazzotti A.; 2017: 1D elastic FWI and uncertainty estimation by means of a hybrid genetic algorithm-gibbs sampler approach. Geophys. Prospect., 65, 64-85, doi:10.1111/1365-2478.12397.
    • (2017) Geophys. Prospect , vol.65 , pp. 64-85
    • Aleardi, M.1    Mazzotti, A.2
  • 4
    • 85015785497 scopus 로고    scopus 로고
    • Characterisation of shallow marine sediments using high-resolution velocity analysis and genetic-algorithm-driven 1D elastic full-waveform inversion
    • Aleardi M., Tognarelli A. and Mazzotti A.; 2016: Characterisation of shallow marine sediments using high-resolution velocity analysis and genetic-algorithm-driven 1D elastic full-waveform inversion. Near Surf. Geophys., 14, 449-460, doi:10.3997/1873-0604.2016030.
    • (2016) Near Surf. Geophys , vol.14 , pp. 449-460
    • Aleardi, M.1    Tognarelli, A.2    Mazzotti, A.3
  • 5
    • 85012688561 scopus 로고
    • Princeton University Press, Princeton, NJ, USA
    • Bellman R.E.; 1957: Dynamic programming. Princeton University Press, Princeton, NJ, USA, 339 pp.
    • (1957) Dynamic Programming
    • Bellman, R.E.1
  • 6
    • 0029526165 scopus 로고
    • Multiscale seismic waveform inversion
    • Bunks C., Saleck F.M., Zaleski S. and Chavent G.; 1995: Multiscale seismic waveform inversion. Geophys., 60, 1457-1473, doi:10.1190/1.1443880.
    • (1995) Geophys , vol.60 , pp. 1457-1473
    • Bunks, C.1    Saleck, F.M.2    Zaleski, S.3    Chavent, G.4
  • 7
    • 84973882694 scopus 로고    scopus 로고
    • Estimating a starting model for full-waveform inversion using a global optimization method
    • Datta D. and Sen M.K.; 2016: Estimating a starting model for full-waveform inversion using a global optimization method. Geophys., 81, R211-R223, doi:10.1190/geo2015-0339.1.
    • (2016) Geophys , vol.81 , pp. R211-R223
    • Datta, D.1    Sen, M.K.2
  • 10
    • 84857490297 scopus 로고    scopus 로고
    • On the topography of the cost functional in linear and nonlinear inverse problems
    • Fernandez Martinez J.L., Fernandez Muniz M.Z. and Tompkins M.J.; 2012: On the topography of the cost functional in linear and nonlinear inverse problems. Geophys., 77, W1-W15, doi:10.1190/geo2011-0341.1.
    • (2012) Geophys , vol.77 , pp. W1-W15
    • Fernandez Martinez, J.L.1    Fernandez Muniz, M.Z.2    Tompkins, M.J.3
  • 11
    • 79954454600 scopus 로고    scopus 로고
    • Springer Science and Business Media, Springer-Verlag, Berlin, Heidelberg, Germany
    • Fichtner A.; 2010: Full seismic waveform modelling and inversion. Springer Science and Business Media, Springer-Verlag, Berlin, Heidelberg, Germany, 343 pp.
    • (2010) Full Seismic Waveform Modelling and Inversion
    • Fichtner, A.1
  • 12
    • 84871991126 scopus 로고    scopus 로고
    • Full-waveform inversion of seismic data with the neighborhood algorithm
    • Fliedner M.M., Treitel S. and MacGregor L.; 2012: Full-waveform inversion of seismic data with the neighborhood algorithm. The Leading Edge, 31, 570-579, doi:10.1190/geo2011-0170.1.
    • (2012) The Leading Edge , vol.31 , pp. 570-579
    • Fliedner, M.M.1    Treitel, S.2    Macgregor, L.3
  • 14
    • 0021518209 scopus 로고
    • Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images
    • Geman S. and Geman D.; 1984: Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images. IEEE Trans. Pattern Anal. Mach. Intell., 6, 721-741.
    • (1984) IEEE Trans. Pattern Anal. Mach. Intell , vol.6 , pp. 721-741
    • Geman, S.1    Geman, D.2
  • 16
    • 85006828861 scopus 로고    scopus 로고
    • Multicomponent, multi-azimuth pre-stack seismic waveform inversion for azimuthally anisotropic media using a parallel and computationally efficient non-dominated sorting genetic algorithm
    • Li T. and Mallick S.; 2015: Multicomponent, multi-azimuth pre-stack seismic waveform inversion for azimuthally anisotropic media using a parallel and computationally efficient non-dominated sorting genetic algorithm. Geophys. J. Int., 200, 1134-1152, doi:10.1093/gji/ggu445.
    • (2015) Geophys. J. Int , vol.200 , pp. 1134-1152
    • Li, T.1    Mallick, S.2
  • 17
    • 0033102058 scopus 로고    scopus 로고
    • Some practical aspects of prestack waveform inversion using a genetic algorithm: An example from the east Texas Woodbine gas sand
    • Mallick S.; 1999: Some practical aspects of prestack waveform inversion using a genetic algorithm: an example from the east Texas Woodbine gas sand. Geophys., 64, 326-336, doi:10.1190/1.1444538.
    • (1999) Geophys , vol.64 , pp. 326-336
    • Mallick, S.1
  • 18
    • 0036646407 scopus 로고    scopus 로고
    • Shallow water flow prediction using prestack waveform inversion of conventional 3D seismic data and rock modeling
    • Mallick S. and Dutta N.C.; 2002: Shallow water flow prediction using prestack waveform inversion of conventional 3D seismic data and rock modeling. The Leading Edge, 21, 675-680, doi:10.1190/1.1497323.
    • (2002) The Leading Edge , vol.21 , pp. 675-680
    • Mallick, S.1    Dutta, N.C.2
  • 21
    • 0024899340 scopus 로고
    • Inversion = migration + tomography
    • Mora P.; 1989: Inversion = migration + tomography. Geophys., 54, 1575-1586, doi:10.1190/1.1442625.
    • (1989) Geophys , vol.54 , pp. 1575-1586
    • Mora, P.1
  • 22
    • 84887509404 scopus 로고    scopus 로고
    • Next-generation seismic experiments: Wide-angle, multi-azimuth, three-dimensional, full-waveform inversion
    • Morgan J., Warner M., Bell R., Ashley J., Barnes D., Little R., Roele K. and Jones C.; 2013: Next-generation seismic experiments: wide-angle, multi-azimuth, three-dimensional, full-waveform inversion. Geophys. J. Int., 195, 1657-1678, doi:10.1093/gji/ggt345.
    • (2013) Geophys. J. Int , vol.195 , pp. 1657-1678
    • Morgan, J.1    Warner, M.2    Bell, R.3    Ashley, J.4    Barnes, D.5    Little, R.6    Roele, K.7    Jones, C.8
  • 23
    • 84894168656 scopus 로고    scopus 로고
    • A guided tour of multiparameter full-waveform inversion with multicomponent data: From theory to practice
    • Operto S., Gholami Y., Prieux V., Ribodetti A., Brossier R., Metivier L. and Virieux J.; 2013: A guided tour of multiparameter full-waveform inversion with multicomponent data: from theory to practice. The Leading Edge, 32, 1040-1054, doi:10.1190/tle32091040.1.
    • (2013) The Leading Edge , vol.32 , pp. 1040-1054
    • Operto, S.1    Gholami, Y.2    Prieux, V.3    Ribodetti, A.4    Brossier, R.5    Metivier, L.6    Virieux, J.7
  • 24
    • 84992513179 scopus 로고    scopus 로고
    • Prestack waveform inversion of three-dimensional seismic data - An example from the Rock Springs Uplift, Wyoming, USA
    • Pafeng J., Mallick S. and Sharma H.; 2017: Prestack waveform inversion of three-dimensional seismic data - an example from the Rock Springs Uplift, Wyoming, USA. Geophys., 82, B1-B12, doi:10.1190/geo2016-0079.1.
    • (2017) Geophys , vol.82 , pp. B1-B12
    • Pafeng, J.1    Mallick, S.2    Sharma, H.3
  • 25
    • 81555202458 scopus 로고    scopus 로고
    • On the footprint of anisotropy on isotropic full waveform inversion: The Valhall case study
    • Prieux V., Brossier R., Gholami Y., Operto S., Virieux J., Barkved O.I. and Kommedal J.H.; 2011: On the footprint of anisotropy on isotropic full waveform inversion: the Valhall case study. Geophys. J. Int., 187, 1495-1515, doi:10.1111/j.1365-246X.2011.05209.x.
    • (2011) Geophys. J. Int , vol.187 , pp. 1495-1515
    • Prieux, V.1    Brossier, R.2    Gholami, Y.3    Operto, S.4    Virieux, J.5    Barkved, O.I.6    Kommedal, J.H.7
  • 28
    • 84973659153 scopus 로고    scopus 로고
    • Estimation of acoustic macro models using a genetic full-waveform inversion: Applications to the Marmousi model
    • Sajeva A., Aleardi M., Stucchi E., Bienati N. and Mazzotti A.; 2016: Estimation of acoustic macro models using a genetic full-waveform inversion: applications to the Marmousi model. Geophys., 81, R173-R184, doi:10.1190/geo2015-0198.1.
    • (2016) Geophys , vol.81 , pp. R173-R184
    • Sajeva, A.1    Aleardi, M.2    Stucchi, E.3    Bienati, N.4    Mazzotti, A.5
  • 29
    • 85034244244 scopus 로고    scopus 로고
    • Comparing the performances of four stochastic optimisation methods using analytic objective functions, 1D elastic full-waveform inversion and residual static computation
    • in press
    • Sajeva A., Aleardi M., Galuzzi B., Stucchi E., Spadavecchia E. and Mazzotti A.; 2017: Comparing the performances of four stochastic optimisation methods using analytic objective functions, 1D elastic full-waveform inversion and residual static computation. Geophys. Prospect., in press, doi:10.1111/1365-2478.12532.
    • (2017) Geophys. Prospect
    • Sajeva, A.1    Aleardi, M.2    Galuzzi, B.3    Stucchi, E.4    Spadavecchia, E.5    Mazzotti, A.6
  • 30
    • 0032695503 scopus 로고    scopus 로고
    • Geophysical inversion with a neighbourhood algorithm - II. Appraising the ensemble
    • Sambridge M.; 1999: Geophysical inversion with a neighbourhood algorithm - II. Appraising the ensemble. Geophys. J. Int., 138, 727-746, doi:10.1046/j.1365-246x.1999.00900.x.
    • (1999) Geophys. J. Int , vol.138 , pp. 727-746
    • Sambridge, M.1
  • 31
    • 0026471182 scopus 로고
    • Rapid sampling of model space using genetic algorithms: Examples from seismic waveform inversion
    • Sen M.K. and Stoffa P.L.; 1992: Rapid sampling of model space using genetic algorithms: examples from seismic waveform inversion. Geophysical Journal International, 108, 281-292, doi: 10.1111/j.1365-246X.1992.tb00857.x.
    • (1992) Geophysical Journal International , vol.108 , pp. 281-292
    • Sen, M.K.1    Stoffa, P.L.2
  • 32
    • 0029668392 scopus 로고    scopus 로고
    • Bayesian inference, Gibbs' sampler and uncertainty estimation in geophysical inversion
    • Sen M.K. and Stoffa P.L.; 1996: Bayesian inference, Gibbs' sampler and uncertainty estimation in geophysical inversion. Geophysical Prospecting, 44, 313-350, doi: 10.1111/j.1365-2478.1996.tb00152.x.
    • (1996) Geophysical Prospecting , vol.44 , pp. 313-350
    • Sen, M.K.1    Stoffa, P.L.2
  • 34
    • 77956420837 scopus 로고    scopus 로고
    • Thematic set: Full waveform inversion: The next leap forward in imaging at Valhall
    • Sirgue L., Barkved O.I., Dellinger J., Etgen J., Albertin U. and Kommedal J.H.; 2010: Thematic set: full waveform inversion: the next leap forward in imaging at Valhall. First Break, 28, 65-70, doi:10.3997/1365-2397.2010012.
    • (2010) First Break , vol.28 , pp. 65-70
    • Sirgue, L.1    Barkved, O.I.2    Dellinger, J.3    Etgen, J.4    Albertin, U.5    Kommedal, J.H.6
  • 35
    • 84925368905 scopus 로고    scopus 로고
    • Genetic algorithm optimization problems
    • Springer, Berlin, Heidelberg, Germany
    • Sivanandam S.N. and Deepa S.N; 2008: Genetic algorithm optimization problems. In: Introduction to Genetic Algorithms, Springer, Berlin, Heidelberg, Germany, pp. 165-209, doi:10.100/978-3-540-73190-0-7.
    • (2008) Introduction to Genetic Algorithms , pp. 165-209
    • Sivanandam, S.N.1    Deepa, S.N.2
  • 37
    • 85006081777 scopus 로고    scopus 로고
    • Estimation of a high resolution P-wave velocity model of the seabed layers by means of global and a gradient-based FWI
    • Barcelona, Spain
    • Tognarelli A., Aleardi M. and Mazzotti A.; 2016: Estimation of a high resolution P-wave velocity model of the seabed layers by means of global and a gradient-based FWI. In: Proc. Near Surface Geoscience - Second Applied Shallow Marine Geophysics Conference, Barcelona, Spain, pp. 1-5, doi:10.3997/2214-4609.201602146.
    • (2016) Proc. Near Surface Geoscience - Second Applied Shallow Marine Geophysics Conference , pp. 1-5
    • Tognarelli, A.1    Aleardi, M.2    Mazzotti, A.3
  • 38
    • 84861183103 scopus 로고    scopus 로고
    • An overview of full-waveform inversion in exploration geophysics
    • Virieux J. and Operto S.; 2009: An overview of full-waveform inversion in exploration geophysics. Geophys., 74, WCC1-WCC26, doi:10.1190/1.3238367.
    • (2009) Geophys , vol.74 , pp. WCC1-WCC26
    • Virieux, J.1    Operto, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.