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Determination of 2D shallow S wave velocity
 profile using waveform inversion of P-SV
              refraction data.
   AMROUCHE Mohamed             YAMANAKA Hiroaki
               Tokyo Institute of Technology
                      東京工業大学

         24 September 2012        LISBOA - PORTUGAL
Introduction
During earthquakes most of constructions interact directly with the surface layers,
structural soil irregularities and lateral S wave variations may generated complex
waves that interfere to disturb the expected response of the buildings.

The surface wave exploration became very popular in the last few years. Surface
waves have dispersive features while propagating that can be utilized for the one
dimensional soil exploration of shallow soils.
However, the 1D soil profiling assumes that the propagation medium is horizontally
layered and ignores the lateral variations of layers along the profile.
Also, since most of the surface wave methods are based on the inversion of the
dispersion curves of surface waves, it will be very difficult to invert a two
dimensional profile, and only few authors have attempted to invert a 2D soil using
the Rayleigh waves.

We proposed a new approach based on the direct 2D soil numerical modeling and
the full wave inversion of surface Rayleigh waves time series obtained from
conventional seismic refraction survey to estimate the two dimensional soil profile.


                                                                                  1/13
Inversion of Rayleigh waves
 STEP02: Source Deconvolution.
          Waveform
         Deconvolution




                                     STEP01: Acquisition.


                                       2D inverted Soil profile


          Soil Modelization
            based on the
          computed waves

       STEP03: Numerical modeling.


                                                                  2/13
Numerical Modeling:
                 Finite Difference Staggered Grid
Vertical Point                Yamada (2000) upgraded 2.5D
                                    P-SV Wave field                          Vertical component
   Source
                                                                                 of receivers




  - 4th order Approximation for space.
  - 2nd order Approximation for time.
  - Non physical boundaries (Clayton, Engquist 1980)


                                                       based on J.Virieux 1986

                                                                                          3/13
Numerical Modeling: Soil parameterization
To materialize the soil structure, we use the combination of the tomographic cell and
homogeneous layered model proposed by Aoi et al.(1993). This technique allows a better
reconstruction of the geological discontinuities using few number of unknown parameters
and gives the lateral variation at each layer.
The interface of each block can be written as follow:

                                                          dx:Interface Depth at location x.
                                                          L: Number of basis functions.
                                                          Pk:Coefficient determined by inversion.
                                                          Cx:Basis Function.


A smoothing factor is implemented between blocks to balance the velocity/depth trade off
during inversion.

                                                                             7 Blocks
  Basis
                                                                             7 Blocks
Functions
                                                                             Basement.
              Total parameters for inversion:
               14 velocities + 14 depths= 28 unknown parameters

                                                                                           4/13
Waveforms Deconvolution




                          5/13
Generation of a Random initial       Inversion Algorithms
 model (2.5D FD computation)        The inversion algorithm used in this study
                                    is the Hybrid Heuristic Search Method proposed
Cal. Of Misfit between Obs. and     by Yamanaka (2007). This method combines the
         Cal. waveforms             Genetic Algorithms and Simulated Annealing
                                    Algorithms to obtain an optimal solution.
Selection – Cross over – Mutation
                                    The main goal of inversion is to minimize the
                                    misfit function between the Observed
       New Generation:              waveforms and the Computed ones.
   Calculation of new model         The Misfit function can be defined as follows:

  Cal. Of Misfit for the present
           generation

             Change
             Temp.                  Where, Oobs and Ocal are respectively the
                                    observed and the calculated waveforms at each
         Optimal model              M station along N number of data.


                                                                                     6/13
Numerical Experiments

                250 m/s                          200 m/s         400 m/s


                650 m/s                                    650 m/s




Inversion Parameters:            Elasticity parameters:
 Number of blocks:       30                      Vp/Vs      Q               ρ
 Initial population:     20
 Number of generations: 200      Surface layer    1.7       10             1700
Search limits:
 Velocity:     150 – 500 (m/s)   Basement         2.0       12             1900
 Depth:          1 – 5 (m)

                                                                                7/13
Model01: Irregular Model
                           : Observed Waveforms.
Target                     : Calculated Waveforms.
Model
           250 m/s


           650 m/s




           251 m/s


           650 m/s




Inverted
Model


                                                     8/13
Noise and Impedance effect
Target Model                          7% Noise corrupted
               Noise free inversion
                                          inversion


   250 m/s            251 m/s               248 m/s

   650 m/s            650 m/s               650 m/s



    251 m/s




   500 m/s                                  423 m/s

   650 m/s                                  650 m/s




                                                      9/13
Target
              Model02: Lateral velocity variation
Model

         200 m/s        400 m/s
                                  Generation 01             Generation 100

                   650 m/s


                                            Generation 50
         210 m/s        406 m/s


                   650 m/s

              Generation 200




Inverted
Model

                                                                      10/13
Empirical inversion: Data acquisition

G3 Rear Parking
Tokyo Institute of Technology Suzukakedai
Campus Yokohama (JAPAN)




                          Down
                         stream
      Up         Survey line
    stream

              Borehole

                                  10m
Google® map


                                              11/13
Empirical inversion: Data inversion
Up Stream inversion
                                Borehole
                                  Data
                                        200

                                        300


                                        500
                                        420
                                        550


Down Stream inversion
                                        200

                                        300


                                        500
                                        420
                                        550




                        : Observed Waveforms.
                        : Inverted Waveforms.

                                                        12/13
Conclusion
Through this method, we have proved the possibility to reconstruct the 2D soil
profile using the full wave inversion of the time series of surface waves in shallow
soils, using numerical soil modeling.

The numerical model is simulated using a2.5D P-SV waves FD staggered grid.
Deconvolution is used to get rid of the source signature in the wave fors.

The numerical experiments shows that the algorithm is able to reconstruct
complex two dimensional soil structures. The effect of noise can me more
pronounced in soils with low impedance ratio.

An empirical inversion was performed showing acceptable correlation with the
excising bore hole data.

Since this method is not based on the inversion of the dispersion curve, all the
energy of the Rayleigh waves encoded in the signal are inverted.



                                                                                   13/13
Thank you for your kind attention!




                  mohamedamrouche347@hotmail.com

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Determination of 2D shallow S wave velocity profile using waveform inversion of P-SV refraction data

  • 1. Determination of 2D shallow S wave velocity profile using waveform inversion of P-SV refraction data. AMROUCHE Mohamed YAMANAKA Hiroaki Tokyo Institute of Technology 東京工業大学 24 September 2012 LISBOA - PORTUGAL
  • 2. Introduction During earthquakes most of constructions interact directly with the surface layers, structural soil irregularities and lateral S wave variations may generated complex waves that interfere to disturb the expected response of the buildings. The surface wave exploration became very popular in the last few years. Surface waves have dispersive features while propagating that can be utilized for the one dimensional soil exploration of shallow soils. However, the 1D soil profiling assumes that the propagation medium is horizontally layered and ignores the lateral variations of layers along the profile. Also, since most of the surface wave methods are based on the inversion of the dispersion curves of surface waves, it will be very difficult to invert a two dimensional profile, and only few authors have attempted to invert a 2D soil using the Rayleigh waves. We proposed a new approach based on the direct 2D soil numerical modeling and the full wave inversion of surface Rayleigh waves time series obtained from conventional seismic refraction survey to estimate the two dimensional soil profile. 1/13
  • 3. Inversion of Rayleigh waves STEP02: Source Deconvolution. Waveform Deconvolution STEP01: Acquisition. 2D inverted Soil profile Soil Modelization based on the computed waves STEP03: Numerical modeling. 2/13
  • 4. Numerical Modeling: Finite Difference Staggered Grid Vertical Point Yamada (2000) upgraded 2.5D P-SV Wave field Vertical component Source of receivers - 4th order Approximation for space. - 2nd order Approximation for time. - Non physical boundaries (Clayton, Engquist 1980) based on J.Virieux 1986 3/13
  • 5. Numerical Modeling: Soil parameterization To materialize the soil structure, we use the combination of the tomographic cell and homogeneous layered model proposed by Aoi et al.(1993). This technique allows a better reconstruction of the geological discontinuities using few number of unknown parameters and gives the lateral variation at each layer. The interface of each block can be written as follow: dx:Interface Depth at location x. L: Number of basis functions. Pk:Coefficient determined by inversion. Cx:Basis Function. A smoothing factor is implemented between blocks to balance the velocity/depth trade off during inversion. 7 Blocks Basis 7 Blocks Functions Basement. Total parameters for inversion: 14 velocities + 14 depths= 28 unknown parameters 4/13
  • 7. Generation of a Random initial Inversion Algorithms model (2.5D FD computation) The inversion algorithm used in this study is the Hybrid Heuristic Search Method proposed Cal. Of Misfit between Obs. and by Yamanaka (2007). This method combines the Cal. waveforms Genetic Algorithms and Simulated Annealing Algorithms to obtain an optimal solution. Selection – Cross over – Mutation The main goal of inversion is to minimize the misfit function between the Observed New Generation: waveforms and the Computed ones. Calculation of new model The Misfit function can be defined as follows: Cal. Of Misfit for the present generation Change Temp. Where, Oobs and Ocal are respectively the observed and the calculated waveforms at each Optimal model M station along N number of data. 6/13
  • 8. Numerical Experiments 250 m/s 200 m/s 400 m/s 650 m/s 650 m/s Inversion Parameters: Elasticity parameters: Number of blocks: 30 Vp/Vs Q ρ Initial population: 20 Number of generations: 200 Surface layer 1.7 10 1700 Search limits: Velocity: 150 – 500 (m/s) Basement 2.0 12 1900 Depth: 1 – 5 (m) 7/13
  • 9. Model01: Irregular Model : Observed Waveforms. Target : Calculated Waveforms. Model 250 m/s 650 m/s 251 m/s 650 m/s Inverted Model 8/13
  • 10. Noise and Impedance effect Target Model 7% Noise corrupted Noise free inversion inversion 250 m/s 251 m/s 248 m/s 650 m/s 650 m/s 650 m/s 251 m/s 500 m/s 423 m/s 650 m/s 650 m/s 9/13
  • 11. Target Model02: Lateral velocity variation Model 200 m/s 400 m/s Generation 01 Generation 100 650 m/s Generation 50 210 m/s 406 m/s 650 m/s Generation 200 Inverted Model 10/13
  • 12. Empirical inversion: Data acquisition G3 Rear Parking Tokyo Institute of Technology Suzukakedai Campus Yokohama (JAPAN) Down stream Up Survey line stream Borehole 10m Google® map 11/13
  • 13. Empirical inversion: Data inversion Up Stream inversion Borehole Data 200 300 500 420 550 Down Stream inversion 200 300 500 420 550 : Observed Waveforms. : Inverted Waveforms. 12/13
  • 14. Conclusion Through this method, we have proved the possibility to reconstruct the 2D soil profile using the full wave inversion of the time series of surface waves in shallow soils, using numerical soil modeling. The numerical model is simulated using a2.5D P-SV waves FD staggered grid. Deconvolution is used to get rid of the source signature in the wave fors. The numerical experiments shows that the algorithm is able to reconstruct complex two dimensional soil structures. The effect of noise can me more pronounced in soils with low impedance ratio. An empirical inversion was performed showing acceptable correlation with the excising bore hole data. Since this method is not based on the inversion of the dispersion curve, all the energy of the Rayleigh waves encoded in the signal are inverted. 13/13
  • 15. Thank you for your kind attention! mohamedamrouche347@hotmail.com