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ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation...

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ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications and Future Potential Geoscience Australia, 16-17 September 2008
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Page 1: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

How fine is fine enough?Convergence study of an ANUGA inundation model

Leharne Fountain

ANUGA – Present Applications and Future Potential

Geoscience Australia, 16-17 September 2008

Page 2: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Research questions: a tale in three parts

• Is ANUGA really scaleable? (We hope so!)

• Does ANUGA really converge? (We hope so!)

• At what spatial mesh resolution/s will ANUGA perform optimally? (Good question!)

Page 3: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Part I: Is ANUGA scaleable?

Page 4: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

• Transform the Okushiri model to true-scale and verify– Elevation model– Domain & polygons– Input wave

• Compare model output with that from original model

Methodology

Page 5: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Time-series comparisons

Page 6: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Time-series comparisons

Page 7: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Time-series comparisons

Page 8: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Part II: Does ANUGA converge?

Page 9: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Methodology

• Define model– Use contour-based interior polygons

• Vary mesh resolution– Alter max triangle area by factor of 2

• Measure convergence– Time-series comparison

order of convergence– Spatial comparison

Page 10: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Depth

Elevation

Stage

Stage = Depth - Elevation

Offshore:

Stage = Depth + Elevation

Onshore:

Stage

Elevation

Depth

MSL

Terminology

Page 11: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Elevation

Page 12: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Contour-based interior polygons

-25 m-10 m

-5 m

1m

r = 1600R 2000m2 –

1,024,000m2

r = 80R100m2 –

51,200m2

r = 8R10m2 – 5120m

2

r = 3.2R4m2 –

2048m2

r = R1.25m2

– 640m2

Page 13: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

R = 640

Page 14: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

R = 1.25

Page 15: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Input wave

Page 16: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Model statistics

Resolution

(max tr. area)

Approx tr. side length

No. of triangles

Computation time (hh:mm:ss)

1.25 1.58 474,312 19:20:26

2.5 2.24 238,897 6:05:54

5 3.16 120,808 2:17:46

10 4.47 62,070 0:41:14

20 6.32 32,913 0:14:49

40 8.94 18,488 0:07:14

80 12.65 11,469 0:04:18

160 17.88 8,301 0:03:16

320 25.30 6,909 0:02:49

640 35.78 6,373 0:02:44

Page 17: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Run time vs No. of Triangles

100

1000

10000

100000

1000 10000 100000 1000000

Number of triangles

Ru

n t

ime

(s)

Page 18: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Results: Time domain

Page 19: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Polygons and gauges

Ch 9

Ch 7

Ch 5

a

b

c

d

e

1 2 3 4 5

Page 20: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Gauge comparisons - ch5

-5

0

5

10

15

20

0 50 100 150 200 250 300 350 400 450

Time (s)

Sta

ge

(m)

ch5_obs

1.25

2.5

5

10

20

40

80

160

320

640

Page 21: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Gauge comparisons - ch7

-5

0

5

10

15

20

0 50 100 150 200 250 300 350 400 450

Time (s)

Sta

ge

(m)

ch7_obs

1.25

2.5

5

10

20

40

80

160

320

640

Page 22: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Gauge comparisons - ch9

-5

0

5

10

15

20

0 50 100 150 200 250 300 350 400 450

Time (s)

Sta

ge

(m)

ch9_obs

1.25

2.5

5

10

20

40

80

160

320

640

Page 23: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

L2 norm (difference from highest resolution) vs resolution (log-log scale)

-0.5

0

0.5

1

1.5

0 0.5 1 1.5 2 2.5 3

Log(Max triangle area)

log

(L2)

Order of convergence = 1

n

iiRRl

1

210

2 )(log

Page 24: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Results: Spatial domain

Page 25: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Spatial mesh performance

• Maximum depth over whole simulation

• Depth at constant times

• Each of the 9 models subtracted from highest resolution model (R=1.25)

Page 26: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Maximum depth

Page 27: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

2.5

Page 28: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

5

Page 29: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

10

Page 30: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

20

Page 31: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

40

Page 32: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

80

Page 33: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

160

Page 34: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

320

Page 35: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

640

Page 36: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Depth at constant times

Page 37: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 200 s

Page 38: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 200 s

Page 39: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 250 s

Page 40: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 250 s

Page 41: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 300 s

Page 42: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 300 s

Page 43: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 350 s

Page 44: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 350 s

Page 45: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 400 s

Page 46: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 400 s

Page 47: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 450 s

Page 48: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

t = 450 s

Page 49: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

640

Page 50: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Difference in maximum depth

Difference in depth at t = constant

t

Page 51: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Part III: How fine is fine enough?

Page 52: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

How fine is fine enough?

• What is the purpose of our model?– Determine risk– Make decisions in response to risk

• How does the mesh resolution affect these decisions?

• Balance computational expense and accuracy

Page 53: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Determining risk

• Maximum extent of inundation

• Offshore wave height

• Maximum flow speeds

Page 54: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Max extent of inundationR = 1.25

Max extent of inundationR = 640

Coastline(elevation = 0)

Maximum extent of inundation

Page 55: ANUGA Workshop, 16 September 2008 How fine is fine enough? Convergence study of an ANUGA inundation model Leharne Fountain ANUGA – Present Applications.

ANUGA Workshop, 16 September 2008

Summary

• ANUGA is scaleable

• ANUGA achieves first order convergence

• Spatial & temporal investigation of mesh resolution provides more information about mesh performance

• Consider purpose of model, data requirements & computational expense in selection of optimal resolution


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