Multiparameter Full-Waveform Inversion for Velocity and ... · This study deals with the extension...

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EAGE 69 th Conference & Exhibition — London, UK, 11 - 14 June 2007 P276 Multiparameter Full-Waveform Inversion for Velocity and Attenuation – Refining the Imaging of a Sedimentary Basin M. Malinowski* (Institute of Geophysics PAS), A. Ribodetti (Geosciences Azur CNRS UMR) & S. Operto (Geosciences Azur CNRS UMR) SUMMARY This study deals with the extension of the frequency-domain full-waveform inversion/modelling (FWI) from the acoustic to the viscoacoustic case in application to the wide-aperture seismic data recorded in the Polish Basin. Attenuation was accounted for by introduction of complex velocities. Multiparameter inversion involving P-wave velocity and Q factor produces more focused and clearer images than obtained by the acoustic FWI, however only the absorption effects were analysed. Results strongly depend on the starting Q model used. We tested several starting Q models and conclude that the Q derived from P-wave velocity produces geologically justified results.

Transcript of Multiparameter Full-Waveform Inversion for Velocity and ... · This study deals with the extension...

Page 1: Multiparameter Full-Waveform Inversion for Velocity and ... · This study deals with the extension of the frequency-domain full-waveform inversion/modelling (FWI) from the acoustic

EAGE 69th Conference & Exhibition — London, UK, 11 - 14 June 2007

P276Multiparameter Full-Waveform Inversion forVelocity and Attenuation – Refining the Imagingof a Sedimentary BasinM. Malinowski* (Institute of Geophysics PAS), A. Ribodetti (GeosciencesAzur CNRS UMR) & S. Operto (Geosciences Azur CNRS UMR)

SUMMARYThis study deals with the extension of the frequency-domain full-waveform inversion/modelling (FWI)from the acoustic to the viscoacoustic case in application to the wide-aperture seismic data recorded in thePolish Basin. Attenuation was accounted for by introduction of complex velocities. Multiparameterinversion involving P-wave velocity and Q factor produces more focused and clearer images than obtainedby the acoustic FWI, however only the absorption effects were analysed. Results strongly depend on thestarting Q model used. We tested several starting Q models and conclude that the Q derived from P-wavevelocity produces geologically justified results.

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EAGE 69th Conference & Exhibition — London, UK, 11 - 14 June 2007

Introduction

Recent applications of the frequency domain full-waveform inversion (FWI) provide detailed P-wave velocity models for various geological settings, ranging from overthrust (Ravaut et al., 2004), through sedimentary basin (Malinowski and Operto, 2006) to subduction zone (Operto et al., 2006). In those studies the acoustic approximation for the wave propagation was used, however the waveforms obviously contain much more information, that might be used for a multiparameter inversion, e.g. for the density and attenuation. The most straightforward approach seems to be the viscoacoustic approximation, under which joint inversion for velocity and attenuation might be performed.

Modelling/inversion method

We extended the FWI method presented by Operto et al. (2006) to viscoacoustic media following the work of Song et al. (1995), Hicks et al. (2001) and Pratt et al. (2005). Since we are inverting discrete frequency components, we consider only absorption effects. The attenuation is easily introduced both in forward modelling and inversion by the use of complex velocities (Song et al., 1995):

⎟⎟⎠

⎞⎜⎜⎝

⎛+

=Qisign

cc2/1

(1)

where c is the P wave velocity and Q is the quality factor of the rock; the attenuation is proportional to the inverse of the quality factor, Q-1. The real velocity c and the Q factor are extracted from the complex velocity values. In this work we focus on the application of this software to the real wide-aperture seismic data acquired in the Polish Basin.

Application to GRUNDY 2003 data The GRUNDY 2003 experiment was carried out in the western part of the Polish Basin (Malinowski et al., 2006). Eight hundred RefTek 125 ”Texan” stations with 4.5 Hz geophones were deployed in a 50 by 10 km rectangular area, forming a high-density central line (receiver spacing 100 m, length 50 km, referred as G01 line) and additional 4 parallel profiles with mean receiver spacing of 600 m. Thirty 40-50 kg shots were fired along the G01 profile and 7 shots were put in the side-profiles. Those wide-aperture data were successfully modelled by the FWI method (Malinowski and Operto, 2006), but since we observe in the shot gathers a high decay of the amplitudes, it would be desireable to introduce also the attenuation in the course of modelling. However, the key issue is to provide a good starting model for the Q. By matching the amplitudes of the synthetic data calculated for different values of Q, we estimate the quality factor to be ca. 50. This is rather low value, typical for the shallow sedimentary layers. Thus we test also another constant attenuation model using Q = 100. To some extend the Q and Vp are correlated, hence we have tried to derive the starting Q model using starting velocity model. As the first attempt, we simply divided Vp by 100 (Fig. 1c). In the next trial we used the relation proposed by Waters (1978) for VSP data:

210001

⎟⎟⎠

⎞⎜⎜⎝

⎛=

PP VQ (2)

where the Vp is expressed in feet/s. All other parameters of the inversions remains same as in Malinowski and Operto (2006). Joint inversion for velocity and attenuation generally resulted in the improved velocity models (Fig. 2b-f) with sharper velocity contrasts as compared to the acoustic inversion (Fig. 2a). The clearest images were obtained for the constant starting Q=50 (Fig. 2b) and the Q=Vp/100 (Fig. 2d). However, if we look at the respective inverted Q models (Fig. 1a, d), it seems that they contain too low Q values in the deeper part. In turn, although the inverted perturbational model when using constant Q=100 and Q from relation (2) are not so sharp, the recovered Q

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EAGE 69th Conference & Exhibition — London, UK, 11 - 14 June 2007

models, shown in Fig. 1b, f, are most plausible from the geological and petrophysical point of view (e.g. Q=100-200 for the Zechstein strata). In all cases, the introduction of the attenuation improves the data fit in the frequency domain, especially for the lower starting Q, as compared to the acoustic modelling (Fig. 3). Accordingly, the cost function reduction becomes more significant: from maximum of 10% for acoustic inversion to 30-40% in viscoacoustic modelling. Conclusions In case of the GRUNDY 2003 data, the introduction of the attenuation in the FWI produces clearer velocity models, which are however dependend on the starting Q model used. This dependence is much stronger for the recovered Q models. The use of the empirical relation between Vp and the Q allowed us to obtain geologically consistent Q model. We stress however, that only the absorption effects have been analysed yet. In order to introduce the dispersion, we have to re-organize the whole modelling flow and invert all frequency component simultanously. The work on multiparameter inversion including also the density is in progress now. Acknowledgements

This work has been done within the ANR SEISCOPE project. References Hicks, G.J. and Pratt, R.G. [2001] Reflection waveform inversion using local descent methods: Estimating attenuation and velocity over a gas-sand deposit, Geophysics, 66, 598-612. Malinowski, M. and Operto, S. [2006] Benefits of Full-Waveform Modelling and Inversion. A Case Study from the Polish Basin, Expanded abstract, 68th EAGE Conference and Exhibition, Vienna, P311. Malinowski, M., Grad, M., Guterch, A., Takacs, E., Śliwiński, Z., Antonowicz, L., Iwanowska, E., Keller, G. R., Hegedus, E. [2006], Effective sub-Zechstein imaging using low-frequency seismics - results of the GRUNDY 2003 experiment across the Variscan front in the Polish Basin, Tectonophysics (submitted). Operto, S., Virieux, J., Dessa, J.-X. and Pascal, G. [2006], Crustal seismic imaging from multifold ocean bottom seismometer data by frequency domain full waveform tomography: Application to the eastern Nankai trough, J. Geophys. Res., 111, B09306, doi:10.1029/2005JB003835. Pratt, R.G, Hou, F., Bauer, K., Weber, M. [2005] Waveform tomography images of velocity and inelastic attenuation from the Mallik 2002 crosshole seismic surveys, Geological Survey of Canada Bull., 585, 1-14. Ravaut, C., Operto, S., Improta, L., Virieux, J., Herrero, A. and Dell'Aversana, P. [2004] Multiscale imaging of complex structures from multifold wide-aperture seismic data by frequency-domain full-waveform tomography: application to a thrust belt, Geophys. J. Int., 159, 1032-1056. Song, Z.M., Williamson, P.R. and Pratt, R.G [1995] Frequency-domain acoustic-wave modeling and inversion of crosshole data: Part II-Inversion method, synthetic experiments and real-data results, Geophysics, 60, 796-809.

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EAGE 69th Conference & Exhibition — London, UK, 11 - 14 June 2007

Waters, K.H. [1978], Reflection Seismology: John Wiley and Sons, Inc.

Figure 1. Starting and inverted Q models: a) inverted model for constant starting Q=50; b) inverted model for constant starting Q=100; c) starting model, Q=Vp/100; d) inverted model; e) starting Q model from relation (2); e) inverted model. Note the different colour scales.

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EAGE 69th Conference & Exhibition — London, UK, 11 - 14 June 2007

Figure 2. Perturbational models obtained by the FWI at 13 Hz; a) acoustic inversion; b) viscoacoustic inversion, starting constant Q=50; c) viscoacoustic inversion, constant Q=100; d) viscoacoustic inversion, Q=Vp/100; e) viscoacoustic inversion, Q from relation (2).

Figure 3. Plot of the datafit in the frequency domain (real part vs offset) at 5 Hz component for selected shot gather. Red curve are the observed data, green and blue – calculated data at 1st and 10th iterations. a) acoustic inversion; b) viscoacoustic inversion