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Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

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Page 1: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Optimized passive seismic interferometry for bedrock detection: A Singapore case study

Yunhuo Zhang1,2, Yunyue Elita Li1, Heng Zhang3 and Taeseo Ku1

1 National University of Singapore, 2 Land Transport Authority,

3Chinese Academy of Sciences, Institute of Tibetan Plateau Research16 Oct 2018

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Page 2: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Objective – bedrock detection

http://adeptconstruction.solutions/kvc-pile-geotechnical-parameters/

Bedrock detection is a common and criticalobjective in various Civil Engineeringdevelopments, despite onshore oroffshore.

Source: Straits Times2

Page 3: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Geology map of Singapore

Source: Defence Science and Technology Authority Singapore, (2009)

• Presence of igneous andsedimentary formations

• Top of bedrock variesfrom a few meters to50m below groundsurface.

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Page 4: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Current Challenges

https://www.kwangsing.com.sg/images/services/big/11438935175.jpg

Conventional site investigation --drilling boreholes

• Require an area allowable to drill. • Take times (2 weeks or longer).

Early developed geophysical survey

• Sometimes not accurate• Constrains due to active source• Large footprint and long

duration (passive) 4

Page 5: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Specific Aim:

1. Seek a passive alternative to detect the bedrock as accurate asdrilling a borehole.

2. Optimize acquisition to ease implementation (smaller footprint,shorter acquisition duration).

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Page 6: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Seismic Interferometry – turning a receiver to a virtual source

6

Geophone A Geophone BImpulsive Source

Geophone A Geophone BImpulsive Source Virtual Source A’

Page 7: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Testing Site

Site Location

Array Configuration

Acquisition parameters:• 4.5 Hz geophone• 30m/40m array length• 30 mins duration• 3 L-shape arrays acquired at different time

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Page 8: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Raw signal

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Normalized the average power spectraAmbient noise recorded from Blue Array

Page 9: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Direction of arrival of ambient noise –Beam forming

Coherent semblance: • Plane wave direction (0 - 360)• Plane wave speed (100 – 1200 m/s)

Page 10: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Synthetic data

10

#1#6

#11

C=500 m/s

Θ=0 ⁰

Coherent semblance

Page 11: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Synthetic data

11

#1#6

#11

C=800 m/s

Θ=60 ⁰

Coherent semblance

Page 12: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Field data

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Blue Array

Red Array

Yellow Array

5 Hz 6 Hz 7 Hz 10 Hz

Page 13: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

-1 0 1

Time lag (s)

0

2

4

6

Rec

eive

r num

ber

13

Greens’ function

0 10 20 30

Time (s)

0

2

4

6

Rece

iver n

umbe

r

-1 0 1

Time lag (s)

0

2

4

6

Rec

eive

r num

ber

𝐶𝐶𝐶𝐶𝐴𝐴𝐴𝐴 = 𝑢𝑢 𝑟𝑟𝐴𝐴, 𝑠𝑠 𝑢𝑢′(𝑟𝑟𝐴𝐴,𝑠𝑠) 𝐶𝐶𝐶𝐶𝐴𝐴𝐴𝐴 = 𝑢𝑢 𝑟𝑟𝐴𝐴,𝑠𝑠 𝑢𝑢′(𝑟𝑟𝐵𝐵,𝑠𝑠)

|𝑢𝑢 𝑟𝑟𝐴𝐴,𝑠𝑠 |^2

Page 14: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

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Phase velocity maps

5 10 15 20

Frequency (Hz)

200

400

600

800

1000

1200

Phas

e Ve

loci

ty(m

/s)

5 10 15 20

Frequency (Hz)

200

400

600

800

1000

1200

Phas

e Ve

loci

ty(m

/s)

by crosscorrelation by crosscoherence

Page 15: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

1D shear wave velocity profile bedrock prediction

15

Inferred Bedrock

Actual Bedrock

Backfill (Very soft to soft soil)Residual Soil (Firm soil)Completely weathered granite (Firm to stiff soil)Highly weathered granite (stiff soil)Moderately weathered granite (moderate strong rock)Moderately weathered granite (strong to very strong rock)

Page 16: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Specific Aim:

1. Seek a passive alternative to detect the bedrock as accurate asdrilling a borehole.

2. Optimize acquisition to ease implementation (smaller footprint,shorter acquisition duration).

16

Page 17: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

30 80 150 300 600 900 1200 1500

Duration (s)

2

4

6

8

10

12

14

MA

PE

(%)

Optimal acquisition duration

17

Mean Absolute Percentage Error(MAPE)

𝐶𝐶0: reference dispersion curve𝐶𝐶𝑖𝑖: ith dispersion curve

Various length of data

Entire recorded data

𝑀𝑀𝑀𝑀𝑀𝑀𝑀𝑀 =100𝑛𝑛

�1

𝑛𝑛

|𝐶𝐶0 − 𝐶𝐶𝑖𝑖𝐶𝐶0

|

15minutes are optimal and sufficient to derive a accurate and stable dispersion curve.

Page 18: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Optimal acquisition array length

18

0 5 10 15 20 25 30

Frequency (Hz)

0

0.5

1

1.5

Am

plitu

de (d

B)

Blue Array

Red Array

Yellow Array

Synthetic signal by wave equation:

Page 19: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Optimal acquisition array length

12m

19

30m 60m

Page 20: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

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30m Array

Optimal acquisition array length

30m long array is optimal and sufficient to derive a accurate and stable dispersion curve.

Page 21: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Specific Aim:

1. Seek a passive alternative to detect the bedrock as accurate asdrilling a borehole.

2. Optimize acquisition to ease implementation (smaller footprint,shorter acquisition duration).

21

Page 22: Optimized passive seismic interferometry for bedrock detection: …sgpnus.org/presentations/SEG_2018/2018SEG-NS2-ZHANG... · 2019-09-24 · Optimized passive seismic interferometry

Thank you

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