optical stratigraphy of a wasatch fault trench wall and a maritian surface using watershed-based...

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Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry Schuster Chris Duross

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Page 1: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Optical Stratigraphy of a Wasatch fault trench wall

and a Maritian surface using watershed-based segmentation

Chaiwoot BoonyasiriwatJulie Willis

Jerry SchusterChris Duross

Page 2: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Motivation for digital trench wall logging Algorithm for separating rocks from fill Statistics Mars

Page 3: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Pre-earthquake

Earthquake

900 years later

Development of a colluvial wedge

Motivation for digital

trench wall logging

Page 4: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Mapleton, Utah

“mega-trench”

Page 5: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

1 meter

• Develop a rock segmentation algorithm to separate clasts from matrix.

• Determine whether colluvial wedges, debris flows and channel deposits can be statistically differentiated.

Mapleton Trench Level 1

1 m

1 meter

Colluvial Wedge

Debris Flow

ChannelDeposit

Page 6: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 7: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 8: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 9: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 10: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

Page 11: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

Page 12: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 13: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 14: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 15: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 16: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 17: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

10 cm

10 cm

Page 18: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Channel Deposit 2

Page 19: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

1 meter

Algorithm successfully separates rocks from fill – 80% accuracy.

• Can colluvial wedges, debris flows and channel deposits be statistically differentiated? Compare: Orientation, Eccentricity, Percent Rock

Mapleton Trench Level 1

1 m

Colluvial Wedge

Debris Flow

ChannelDeposit

Page 20: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Colluvial Wedge 1

Orientation? Eccentricity? Percent Rock?

Page 21: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Colluvial Wedge 3

Orientation? Eccentricity? Percent Rock?

Page 22: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Debris Flow 1

Orientation? Eccentricity? Percent Rock?

Page 23: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Channel Deposit 1

Orientation? Eccentricity? Percent Rock?

Page 24: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Eccentricity

2.8% < 0.2

12.5% < 0.2

2.5% < 0.2

Percent Rock

Channel Deposits: 32 %

Colluvial Wedge: 48 %

Debris Flow: 42 %

Page 25: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Clast Orientation

Page 26: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

1 meter

Can colluvial wedges, debris flows and channel deposits be statistically differentiated?

Orientation – Colluvial Wedge

Eccentricity, Percent Rock – Channel Deposits

Mapleton Trench Level 1

1 m

Colluvial Wedge

Debris Flow

ChannelDeposit

Page 27: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

1 meter

Future work: • Use the segmentation algorithm to objectively log trench walls and

build data for more rigorous statistics • Mars and beyond . . .

Mapleton Trench Level 1

1 m

Colluvial Wedge

Debris Flow

ChannelDeposit

? ?

?

?

Page 28: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Martian Surface

Page 29: Optical Stratigraphy of a Wasatch fault trench wall and a Maritian surface using watershed-based segmentation Chaiwoot Boonyasiriwat Julie Willis Jerry

Clast Orientation

Mars Statistics

Eccentricity