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Using rock physics
to reduce seismic exploration risk
      on the Norwegian shelf

                Per Avseth
           Adjunct Professor, NTNU
       Geophysical Advisor, Odin Petroleum

           Lunch seminar, Oslo, 22/5-2012
Rock physics – the bridge between
     geology and geophysics!
  Seismic data                                                     Reservoir geology


                                   Qualitative
                                   interpretation




                                   Rock physics analysis

                         Constant                      Contact
                         Cement                        Cement
                 Elastic Modulus




                                                                   Quantitative interpretation
                                                                   of physical rock properties,
                                          Friable
                                                         Initial
                                                         Sand      lithologies and pore fluids
                                                          Pack

                                   0.30      0.35      0.40
                                            Porosity
Outline

• The rock physics link = the rock physics
  bottleneck
• Seismic fluid sensitivity and geological processes
• Snap-shot examples from the Norwegian shelf
• The issue of scale
• The future of rock physics
3 big challenges in seismic reservoir
   characterization using rock physics!

• More unknown variables than known observables!

• Fluid (and stress) sensitivity can vary drastically, not only
  from one field to another, but within a given field!

• What is valid at microscale is not necessarily valid at
  seismic scale!
The Rock Physics Bottleneck

From seismic data we can obtain only 3 (possibly 4) acoustic
properties: Vp, Vs, density, (and Q). Very often we have reliable
estimates of only 1 or 2 (AI and Vp/Vs).


  Seismic                                        Reservoir
                          Rock Physics           Properties
  Attributes
                           Properties
  Traveltime                                       Porosity
  Vnmo                         Vp                  Saturation
  Vp/Vs                        Vs                  Pressure
  Ip,Is                        Density             Lithology
  Ro, G                        Q                   Pressure
  AI, EI                                           Stress
  Q                                                Temp.
  anisotropy                                       Etc.
  etc
The rock physics bottleneck: Example from Barents Sea
 Challenge: More unknowns than independent measurements.
            We need to constrain by local geology!

            Increasing burial
            (compaction)                    Increasing porosity




      Increasing clay volume           Increasing HC saturation
Rock Physics Templates (Ødegaard and Avseth, 2004)




1) Increasing shaliness       1) Decreasing effective pressure
2) Increasing cement volume   2) Increasing gas saturation
3) Increasing porosity
Seismic fluid sensitivity
          - controlling factors
•   Grain contacts (pressure and cement)
•   Poreshape and pore stiffness (e.g. cracks)
•   Porosity
•   Mineralogy
•   Saturation pattern and scale (patchy vs. uniform)
•   Viscoelastic effects of fluid movement
•   Relative contrast (cap-rock properties)
Press and guess!
 Whats inside the container?
Compressibility of dry rock:
              1 =       1            φ
                                 +
             K dry   K mineral       Kφ

     Compressibility of pore space
                1 = 1 ∂v pore
                K φ v pore ∂σ

       Compressibility of saturated rock:
            1 ≈     1           φ
                           + K +K
           K sat K mineral    φ           fluid
Grane versus Glitne reservoir sands
                                                                                                  Constant                      Contact
                                                                                                  Cement                        Cement




                                                                                          Elastic Modulus
                                 Constant
                                Constant                      Contact Cement
                                                                 Contact Cement
                         Cement Fraction (2%) Line Line
                        Cement Fraction (2%)                          Line
                                                                   Line
               3.53.5
                                                                                                                                  Initial
                                                                                                                   Friable        Sand
Vp (km/s)




                                                                                                                                   Pack
   Vp (km/s)




                                                                                                            0.30      0.35      0.40
               3.0 3                               Well #2
                                                Grane sst                                                            Porosity



               2.52.5
                                       Unconsolidated
                                        Unconsolidated        Glitne sands
                                                                   Well #1
                                            Line
                                            Line

                                0.25             0.3
                                                0.30                  0.35
                                                                     0.35           0.4
                               0.25                       Porosity
                                                                                  0.40

                                                Porosity
SEM images and XRD reveal quartz cement


    Unconsolidated                                        Cemented
                                                                                                                   Cement rim
       (Glitne)                                           (Grane)                                   4000
                                                                                                                        Si




                                                                                          Counts
           Well #1 Uncemented                       Well #2 Cemented
                                                                                                    2000


                                                                                                               C
                                                                                                                   O
                             0.25 mm                                   0.25 mm                        0
                                                                                                           0            2         4
                                                                                                                   Energy (keV)


   Back-scatter light                              Cathode lum. light                                                  Grain

   SEM back-scatter image: Well #2                  SEM cathode-luminescent image:
                                                                                                    4000                     Si
                                                    Well #2




                                                                                           Counts
                                                                                                    2000

                                                                                                                   O
                                                                                 0.1 mm                        C
                                     0.1 mm
                                                                                                      0
                                                                                                           0             2        4
                                                                                                                   Energy (keV)
                                                                             Qz-grain
                                              Qz-cement rim
North Sea compaction trends of
       sands and shales
Couppled rock-physics and diagenesis
                             modeling (Helset et al., 2004)
          0
                    Exemplar modelling
         20
         0          (Lander and Walderhaug)
         40
         0
         60
         0                                           Porosity                                             Contact cement model
         80
         0        Cement volume                                                       4.00
    10 0
      0




                                                                          Vp (km/s)
    12 0
      0
    14 0
      0
    16 0
      0
                                                                                      3.00
    18 0
      0
 ep )
D th(m




    20 0
      0
    22 0
      0
                                                                                                 Friable sand model
    24 0
      0
    26 0
      0
                                                                                      2.00

    28 0
      0                                                                                  0.100         0.200                0.300   0.400
    30 0
      0                                                                                                        phi (frac)

              0      5      10     15       20       25     30      35
                                    R c F ctio s(%
                                     o k ra n )

                     CrePro (%
                      o o sity )        Ma CrePro (%
                                         e s. o o sity )   Qa ce e t (%
                                                            u rtz mn )
Couppled rock-physics and diagenesis
                             modeling (Helset et al., 2004)

           0
                     Exemplar modelling
          20
           0         (Lander and Walderhaug)
          40
           0
          60
           0                                              Porosity
          80
           0       Cement volume
     10 0
       0
     12 0
       0
     14 0
       0
     16 0
       0
     18 0
       0
 e th )
D p (m




     20 0
       0
     22 0
       0
     24 0
       0
     26 0
       0
     28 0
       0
     30 0
       0

               0      5      10      15        20         25    30      35
                                         R c F ctio s(%
                                          o k ra n )

                      CrePro (%
                       o o sity )         Ma CrePro (%
                                           e s. o o sity )     Qa ce e t (%
                                                                u rtz mn )    Note decreasing fluid sensitivity with depth and diagenesis
                      Ma Qa ce e t (%
                       e s. u rtz mn )
Using rock physics to estimation of cement volume
                     (Example from Alvheim Field)
                                                                                                                             Constant                               Contact
                                                                                                                             Cement                                 Cement
                4500                                                                            10




                                                                                                                     Elastic Modulus
                4000
                       Qz                                                                       9

                                                                                                8
                3500                     Constant cement
                                         trends
Vs
                                                                                                7
                3000                                                                                                                                                  Initial
                                                                                                6                                                     Friable         Sand
                                                    Increasing cement volume




                                                                                                     Cement volume
                                                                                                                                                                       Pack
                2500                                                                            5
                                                                                                                                               0.30       0.35      0.40
     Vs (m/s)




                                                                           Dvorkin-Nur                                                                   Porosity
                                                                                                4
                2000
                                                                           contact cement
                                                                                                3
                                                                                                                                             Qz-cement
                1500                                                                                                             Picture 2




                                                                                                2
                1000
                                                                                                1

                500                                      Shale                                  0

                  0                                                                             -1
                   0        0.05   0.1      0.15     0.2      0.25   0.3    0.35   0.4   0.45
                                                       Porosity

                                                   Porosity
Cement estimation vs. depth
Bayesian lithology and fluid prediction constrained by spatial
          coupling and rock physics depth trends
             (Rimstad, Avseth and Omre, 2012)
                          (Rimstadi
Estimated depth trends (well 1)
Rock physics model w/uncertainties
estimated from Well 1 (depth integrated)
                         shale
                                 Shale

                                 Brine sand

                                  Oil sand

                                 Gas sand
3-D seismic prediction results
   With depth trends   Without depth trends




 Red=gas   Green=oil
From loose sediments to consolidated rocks – what
      happens to fluid and stress sensitivity?
            Porosity
                          Porosity
                         Loose sands:
                         • Large fluid sensitivity
                         (Gassmann theory works well)
                         • Large stress sensitivity
                         (Hertz-Mindlin theory applies)


                 Gullfaks (loose sands)

                 Statfjord (consolidated)

              Consolidated sandstones:
              • Reduced fluid sensitivity
              (Gassmann theory works as long as pores are connected)
              • Reduced stress sensitivity
              (Hertz-Mindlin theory does not apply to cemented grain contacts. Dvorkin-
              Nur ignores stress-sensitive grain contacts)
4D anomalies; Gullfaks vs. Statfjord
Picture 72
             Before Water injection After water injection
                                                          (Duffaut and Landrø, 2007)




             σ diff ~6 MPa                σ diff ~0-1 MPa

      Water injector offline                         Water injector online




             Top Target




                          σ diff ~15 MPa           σ diff ~6-7 MPa
Fluid and pressure sensitivity in Gullfaks versus Statfjord Fields
              (Duffaut, Avseth and Landrø, 2011)
Troll East time shift analysis
                    (Avseth, Skjei and Skålnes, 2012)
                                                  Seismic observations
                                                  (courtesy of Åshild Skålnes, Statoil)




                                  Base Tertiary



                                   Top Draupne

      Cretaceous overburden   Top Sognefjord

                                 Top Fensfjord



Gas coloumn
Geologic overview (schematic), Troll East


             Well A             Well B




                            Compaction and
Compaction
                            depositional trend
trend
                                                    Draupne Fm
                      GWC

                                                 Sognefjord Fm


                                   Fensfjord Fm
Shear modulus versus porosity
    Sognefjord Formation
                                               Contact cement model
                                9
                             x 10
                        15


                                                                Well B
   Shear modulus (Pa)

                                    Diagenesis                  (east)
                        10




                        5                                                      Well A
                                                                               (west)
                                Friable sand model
                        0
                        0.1              0.2              0.3            0.4
                                               Porosity
Timeshift at GOC
                                                                               Seismic observations
                  Modelled time shifts                                         (courtesy of Åshild Skålnes, Statoil)
         4         6
                x 10                                                     1.5
        6.745                    31/3-S-41                           1.2

                                                                     1.1
         6.74                   31/3-1
        3.5                                                          1

        6.735                                                        0.9 1
                                                    31/6-6
         6.73                                                          dTWT
                                                                     0.8
UTM-Y




         3
        6.725
                   Well A
                    31/6-1
                                31/6-A-37
                                                                       (ms)
                                                                     0.7

                                        Well B
                                        31/6-5                       0.6
                                                                         0.5
         6.72                                                        0.5
        2.5                                        31/6-2
                   31/6-B-6H                                         0.4
        6.715
                       31/6-8                                        0.3

          25.35
         6.71
                          5.4 1.4 5.45 1.6        5.5         5.55
                                                                     0.2 0
           1           1.2                           1.8         2
                                         UTM-X                 5
                                                            x 10
Barents Sea; a challenging area due complex
        tectonic and uplift episodes
             (Ohm et al., 2008)
Compaction trends – 7120/1-2
                               CC
                                    MC


   MC
           Torsk
                                       Transition
           Kolmule
                                         zone
   CC



7120/1-2
Skalle fluid and facies classification results
                (Lehocki, Avseth, Buran and Jørstad, 2012, EAGE Copenhagen)

                           Fluids                                  Facies



  Pre-drill
  (Myrsildre
  well only)




Post-drill
(Skalle well)
Be aware of scale effects!




                             0.63 mm
                             2µm
Future of rock physics
           (as I see it…)
• More integration with basin modeling
• Using rock physics trends to constrain
  migration and full waveform inversions
• Rock physics of EM, gravity and seismic
  integrated.
• Rock physics of source rocks and
  unconventionals (practical recipes and
  computational revelations).
Rock physics modeling of geological processes:
From granular rocks to cracked media (Avseth and Johansen, 2012)
        Elastic modulus

                   DEM               HSUB   CCT
      Mineral
       point          alpha=1.0

                 0.01 0.1



                      Decreasing
                      aspect ratio
                                             Initial
                                             contact
                                             cement


                                                        Porosity
                                             Critical
                                             porosity
Ksat and Kdry versus Porosity
                 10
             x 10
         6

         5                α = 1.0

         4
                              α = 0.1
K (Pa)




         3                               Wet rock

               α = 0.01
         2                                                5% contact
                            Dry rock                      cement

         1

         0
          0                     0.1       0.2       0.3            0.4
                                        Porosity
RPT analysis of tight gas sandstone w/cracks
(Bakhorji, Mustafa, Avseth and Johansen, 2012)


         2.2                                        0.8


          2
                                                    0.6
 Vp/Vs




                       Brine rock
                                                          Swt
         1.8
                                                    0.4

         1.6
                                                    0.2
                Dry rock
         1.4
            4    6         8   10    12   14   16
                                AI
Conclusions
• Rock physics is both a bridge and a bottle-neck between
  geophysics and geology.
• Better integration with geology can help us constrain the
  non-uniqeness in quantitative interpretation.
• Be aware of the rock type and associated rock stiffness
  before you look for hydrocarbons using seismic data.
• If rocks are well cemented, it can be hard to detect oil
  from seismic. The oil-window seems to be located around
  the depth where reservoir sands start to be cemented. In
  the Barents Sea, the oil window is probably within stiffer
  rocks than in the North Sea and the Norwegian Sea.
• At the end of the day, remember that seismic is the sound
  of geology!
Let’s rock together!




 Geologist   Geophysicist
Acknowlegdements
• Thanks to Geoforskning.no for the invitation

• Thanks to Spring Energy for sponsoring this event

• Thanks to Statoil and Lundin-Norway w/licence partners for
  data on various fields on the Norwegian shelf.
• Thanks to everybody who has inspired me!

• Thanks to everone who has contributed!

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Kan bergartsfysikk og kvantitativ seismisk tolkning bidra til økt funnrate på norsk sokkel?

  • 1. Using rock physics to reduce seismic exploration risk on the Norwegian shelf Per Avseth Adjunct Professor, NTNU Geophysical Advisor, Odin Petroleum Lunch seminar, Oslo, 22/5-2012
  • 2. Rock physics – the bridge between geology and geophysics! Seismic data Reservoir geology Qualitative interpretation Rock physics analysis Constant Contact Cement Cement Elastic Modulus Quantitative interpretation of physical rock properties, Friable Initial Sand lithologies and pore fluids Pack 0.30 0.35 0.40 Porosity
  • 3. Outline • The rock physics link = the rock physics bottleneck • Seismic fluid sensitivity and geological processes • Snap-shot examples from the Norwegian shelf • The issue of scale • The future of rock physics
  • 4. 3 big challenges in seismic reservoir characterization using rock physics! • More unknown variables than known observables! • Fluid (and stress) sensitivity can vary drastically, not only from one field to another, but within a given field! • What is valid at microscale is not necessarily valid at seismic scale!
  • 5. The Rock Physics Bottleneck From seismic data we can obtain only 3 (possibly 4) acoustic properties: Vp, Vs, density, (and Q). Very often we have reliable estimates of only 1 or 2 (AI and Vp/Vs). Seismic Reservoir Rock Physics Properties Attributes Properties Traveltime Porosity Vnmo Vp Saturation Vp/Vs Vs Pressure Ip,Is Density Lithology Ro, G Q Pressure AI, EI Stress Q Temp. anisotropy Etc. etc
  • 6. The rock physics bottleneck: Example from Barents Sea Challenge: More unknowns than independent measurements.  We need to constrain by local geology! Increasing burial (compaction) Increasing porosity Increasing clay volume Increasing HC saturation
  • 7. Rock Physics Templates (Ødegaard and Avseth, 2004) 1) Increasing shaliness 1) Decreasing effective pressure 2) Increasing cement volume 2) Increasing gas saturation 3) Increasing porosity
  • 8. Seismic fluid sensitivity - controlling factors • Grain contacts (pressure and cement) • Poreshape and pore stiffness (e.g. cracks) • Porosity • Mineralogy • Saturation pattern and scale (patchy vs. uniform) • Viscoelastic effects of fluid movement • Relative contrast (cap-rock properties)
  • 9. Press and guess! Whats inside the container? Compressibility of dry rock: 1 = 1 φ + K dry K mineral Kφ Compressibility of pore space 1 = 1 ∂v pore K φ v pore ∂σ Compressibility of saturated rock: 1 ≈ 1 φ + K +K K sat K mineral φ fluid
  • 10. Grane versus Glitne reservoir sands Constant Contact Cement Cement Elastic Modulus Constant Constant Contact Cement Contact Cement Cement Fraction (2%) Line Line Cement Fraction (2%) Line Line 3.53.5 Initial Friable Sand Vp (km/s) Pack Vp (km/s) 0.30 0.35 0.40 3.0 3 Well #2 Grane sst Porosity 2.52.5 Unconsolidated Unconsolidated Glitne sands Well #1 Line Line 0.25 0.3 0.30 0.35 0.35 0.4 0.25 Porosity 0.40 Porosity
  • 11. SEM images and XRD reveal quartz cement Unconsolidated Cemented Cement rim (Glitne) (Grane) 4000 Si Counts Well #1 Uncemented Well #2 Cemented 2000 C O 0.25 mm 0.25 mm 0 0 2 4 Energy (keV) Back-scatter light Cathode lum. light Grain SEM back-scatter image: Well #2 SEM cathode-luminescent image: 4000 Si Well #2 Counts 2000 O 0.1 mm C 0.1 mm 0 0 2 4 Energy (keV) Qz-grain Qz-cement rim
  • 12. North Sea compaction trends of sands and shales
  • 13. Couppled rock-physics and diagenesis modeling (Helset et al., 2004) 0 Exemplar modelling 20 0 (Lander and Walderhaug) 40 0 60 0 Porosity Contact cement model 80 0 Cement volume 4.00 10 0 0 Vp (km/s) 12 0 0 14 0 0 16 0 0 3.00 18 0 0 ep ) D th(m 20 0 0 22 0 0 Friable sand model 24 0 0 26 0 0 2.00 28 0 0 0.100 0.200 0.300 0.400 30 0 0 phi (frac) 0 5 10 15 20 25 30 35 R c F ctio s(% o k ra n ) CrePro (% o o sity ) Ma CrePro (% e s. o o sity ) Qa ce e t (% u rtz mn )
  • 14. Couppled rock-physics and diagenesis modeling (Helset et al., 2004) 0 Exemplar modelling 20 0 (Lander and Walderhaug) 40 0 60 0 Porosity 80 0 Cement volume 10 0 0 12 0 0 14 0 0 16 0 0 18 0 0 e th ) D p (m 20 0 0 22 0 0 24 0 0 26 0 0 28 0 0 30 0 0 0 5 10 15 20 25 30 35 R c F ctio s(% o k ra n ) CrePro (% o o sity ) Ma CrePro (% e s. o o sity ) Qa ce e t (% u rtz mn ) Note decreasing fluid sensitivity with depth and diagenesis Ma Qa ce e t (% e s. u rtz mn )
  • 15. Using rock physics to estimation of cement volume (Example from Alvheim Field) Constant Contact Cement Cement 4500 10 Elastic Modulus 4000 Qz 9 8 3500 Constant cement trends Vs 7 3000 Initial 6 Friable Sand Increasing cement volume Cement volume Pack 2500 5 0.30 0.35 0.40 Vs (m/s) Dvorkin-Nur Porosity 4 2000 contact cement 3 Qz-cement 1500 Picture 2 2 1000 1 500 Shale 0 0 -1 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 Porosity Porosity
  • 17. Bayesian lithology and fluid prediction constrained by spatial coupling and rock physics depth trends (Rimstad, Avseth and Omre, 2012) (Rimstadi
  • 19. Rock physics model w/uncertainties estimated from Well 1 (depth integrated) shale Shale Brine sand Oil sand Gas sand
  • 20. 3-D seismic prediction results With depth trends Without depth trends Red=gas Green=oil
  • 21. From loose sediments to consolidated rocks – what happens to fluid and stress sensitivity? Porosity Porosity Loose sands: • Large fluid sensitivity (Gassmann theory works well) • Large stress sensitivity (Hertz-Mindlin theory applies) Gullfaks (loose sands) Statfjord (consolidated) Consolidated sandstones: • Reduced fluid sensitivity (Gassmann theory works as long as pores are connected) • Reduced stress sensitivity (Hertz-Mindlin theory does not apply to cemented grain contacts. Dvorkin- Nur ignores stress-sensitive grain contacts)
  • 22. 4D anomalies; Gullfaks vs. Statfjord Picture 72 Before Water injection After water injection (Duffaut and Landrø, 2007) σ diff ~6 MPa  σ diff ~0-1 MPa Water injector offline Water injector online Top Target σ diff ~15 MPa  σ diff ~6-7 MPa
  • 23. Fluid and pressure sensitivity in Gullfaks versus Statfjord Fields (Duffaut, Avseth and Landrø, 2011)
  • 24. Troll East time shift analysis (Avseth, Skjei and Skålnes, 2012) Seismic observations (courtesy of Åshild Skålnes, Statoil) Base Tertiary Top Draupne Cretaceous overburden Top Sognefjord Top Fensfjord Gas coloumn
  • 25. Geologic overview (schematic), Troll East Well A Well B Compaction and Compaction depositional trend trend Draupne Fm GWC Sognefjord Fm Fensfjord Fm
  • 26. Shear modulus versus porosity Sognefjord Formation Contact cement model 9 x 10 15 Well B Shear modulus (Pa) Diagenesis (east) 10 5 Well A (west) Friable sand model 0 0.1 0.2 0.3 0.4 Porosity
  • 27. Timeshift at GOC Seismic observations Modelled time shifts (courtesy of Åshild Skålnes, Statoil) 4 6 x 10 1.5 6.745 31/3-S-41 1.2 1.1 6.74 31/3-1 3.5 1 6.735 0.9 1 31/6-6 6.73 dTWT 0.8 UTM-Y 3 6.725 Well A 31/6-1 31/6-A-37 (ms) 0.7 Well B 31/6-5 0.6 0.5 6.72 0.5 2.5 31/6-2 31/6-B-6H 0.4 6.715 31/6-8 0.3 25.35 6.71 5.4 1.4 5.45 1.6 5.5 5.55 0.2 0 1 1.2 1.8 2 UTM-X 5 x 10
  • 28. Barents Sea; a challenging area due complex tectonic and uplift episodes (Ohm et al., 2008)
  • 29. Compaction trends – 7120/1-2 CC MC MC Torsk Transition Kolmule zone CC 7120/1-2
  • 30. Skalle fluid and facies classification results (Lehocki, Avseth, Buran and Jørstad, 2012, EAGE Copenhagen) Fluids Facies Pre-drill (Myrsildre well only) Post-drill (Skalle well)
  • 31. Be aware of scale effects! 0.63 mm 2µm
  • 32. Future of rock physics (as I see it…) • More integration with basin modeling • Using rock physics trends to constrain migration and full waveform inversions • Rock physics of EM, gravity and seismic integrated. • Rock physics of source rocks and unconventionals (practical recipes and computational revelations).
  • 33. Rock physics modeling of geological processes: From granular rocks to cracked media (Avseth and Johansen, 2012) Elastic modulus DEM HSUB CCT Mineral point alpha=1.0 0.01 0.1 Decreasing aspect ratio Initial contact cement Porosity Critical porosity
  • 34. Ksat and Kdry versus Porosity 10 x 10 6 5 α = 1.0 4 α = 0.1 K (Pa) 3 Wet rock α = 0.01 2 5% contact Dry rock cement 1 0 0 0.1 0.2 0.3 0.4 Porosity
  • 35. RPT analysis of tight gas sandstone w/cracks (Bakhorji, Mustafa, Avseth and Johansen, 2012) 2.2 0.8 2 0.6 Vp/Vs Brine rock Swt 1.8 0.4 1.6 0.2 Dry rock 1.4 4 6 8 10 12 14 16 AI
  • 36. Conclusions • Rock physics is both a bridge and a bottle-neck between geophysics and geology. • Better integration with geology can help us constrain the non-uniqeness in quantitative interpretation. • Be aware of the rock type and associated rock stiffness before you look for hydrocarbons using seismic data. • If rocks are well cemented, it can be hard to detect oil from seismic. The oil-window seems to be located around the depth where reservoir sands start to be cemented. In the Barents Sea, the oil window is probably within stiffer rocks than in the North Sea and the Norwegian Sea. • At the end of the day, remember that seismic is the sound of geology!
  • 37. Let’s rock together! Geologist Geophysicist
  • 38. Acknowlegdements • Thanks to Geoforskning.no for the invitation • Thanks to Spring Energy for sponsoring this event • Thanks to Statoil and Lundin-Norway w/licence partners for data on various fields on the Norwegian shelf. • Thanks to everybody who has inspired me! • Thanks to everone who has contributed!