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12/20/2013

Predicting Net Traction on Soil Using a
Continuum Approach
Anoop Varghese1, John Turner1, Thomas Way2, Clarence
Johnson3, Brian Steenwyk1
1

Bridgestone Americas Tire Operations
National Soil Dynamics Lab
3 Auburn University
2

1
12/20/2013

Agenda

1. Problem Definition
2. Challenges
3. Methodology
4. Results
5. Summary

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

2

AGV – 04/30/2012

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12/20/2013

Problem Definition
Problem: Predict net traction of an
AG tire in agricultural soil

Tilled Soil
- Loose soil
- Somewhat controlled

Sod Soil
- Organic content
- uncontrolled

Benefit of the study





Improve mechanistic understanding of tire traction performance
Improve product performance
Find the balance between compaction & traction
Reduce development cycle time
The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

3

AGV – 04/30/2012

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12/20/2013

Challenges / Difficulties – 1/2
Mechanistic Definition of Soil
Solid

Particles of different sizes
and shapes
Clay, Silt, Sand, etc

Liquid

Surface tension of water

Air

Important for root growth

Approach #1

Approach #2

Model individual particles

Model soil as a continuum

Challenges:

Notes:

 Clay particles are < 0.002 mm  1
mm3 of soil will contain ~ 106
particles
 Capturing effect of moisture and
other microscopic interactions
The leader in the field

 Only average behavior of soil is captured

Advantages:

 Use FEA to solve governing equations
Copyright © 2013 Bridgestone Americas, Inc.

4

4
12/20/2013

Challenges / Difficulties – 2/2

New Bridgestone/Firestone soil model for agricultural soil
1-D Soil Model based on Plasticity
Definition of slider
- When does it start to slide (yield function)
Spring

Non-linear
slider

- How does it slide (flow potential)
Notes about Bridgestone/Firestone model
- Satisfies consistency condition all the time
- Uses non-associated flow rule
- Enhancement of Drucker-Prager model

Other Challenges
Very large & permanent deformations

Instabilities in material

R. Hill, The Mathematical Theory of Plasticity, 1950, Oxford University Press, Oxford
The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

5

5
12/20/2013

Methodology / Approach

Objective: Predict net traction of an AG
tire in tilled agricultural soil

Developed New
VDP Soil Model:
New soil model for
improving physics
2R

F

1



h

v
X 2 , x2

3

X 1 , x1

H

X 3 , x3

W

L

Triaxial Loading

Rigid Wheel Rolling on Soil
(NSDL Test)
The leader in the field

Plain Tread Rolling on Soil
Copyright © 2013 Bridgestone Americas, Inc.

6

6
12/20/2013

Validation of the Soil Model in Triaxial Test

Objective: Predict net traction of an AG
tire in tilled agricultural soil

Developed New
VDP Soil Model:
New soil model for
improving physics
2R

F

1



h

v
X 2 , x2

3

X 1 , x1

H

X 3 , x3

W

L

Triaxial Loading

Rigid Wheel Rolling on Soil
(NSDL Test)
The leader in the field

Plain Tread Rolling on Soil
Copyright © 2013 Bridgestone Americas, Inc.

7

7
12/20/2013

Validation of Bridgestone/Firestone Soil Model
Loading Path 1

Loading Path 2

Loading Path 3

 Bridgestone/Firestone model improves the prediction of shearing flow/deformation of
soil under triaxial loading conditions
A. C. Bailey and C. E. Johnson, Soil Critical State Behavior in the NSDL-AU model, ASAE Papers 941074 & 961064
The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

8

8
12/20/2013

Validation of the Soil Model in Rigid Wheel Analysis

Objective: Predict net traction of an AG
tire in tilled agricultural soil

Developed New
VDP Soil Model:
New soil model for
improving physics
2R

F

1



h

v
X 2 , x2

3

X 1 , x1

H

X 3 , x3

W

L

Triaxial Loading

Rigid Wheel Rolling on Soil
(NSDL Test)
The leader in the field

Plain Tread Rolling on Soil
Copyright © 2013 Bridgestone Americas, Inc.

9

9
12/20/2013

Prediction of Net Traction of Rigid Wheel
5

Norfolk Sandy Loam
y = 1.0506x + 0.3631

4

R² = 0.9826

3
y = 0.7495x + 0.4226

2

R² = 0.9618

Bridgestone/Firestone
LSDYNA_VDP
(LSDYNA)
ABAQUS_mod_DP

1

1:1 line

0
0

200

Rut Depth [mm]

Predicted Traction [kN]

Predicted Traction [kN]

5

150

1
2
3
Measured Traction [kN]

Decatur Clay Loam

11&23
11&23

y = 0.697x + 0.4975

8.7

11&23

R² = 0.9809

11.6

11&23

R² = 0.9787

3
2

Bridgestone/Firestone
LSDYNA_VDP
(LSDYNA)
ABAQUS_modDP

1

1:1 line

0

5

2.9

y = 1.0664x + 0.3447

0
4

Slip
Rate
[%]

5.8

4

Load
[kN]

1
2
3
Measured Traction [kN]

4

5

Measured
Predicted

Test data from NSDL
Bridgestone/Firestone soil model is able to
predict net traction very well for a rigid
wheel

100
50
0
Load=5.8kN

Load=11.6kN

Slip Rate = 23%

Slip Rate = 23%

W. Block, Analysis of Soil Stress Under Rigid Wheel Loading, PhD
Dissertation, Agricultural Engineering, Auburn University, 1991

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

10

AGV – 04/30/2012

10
12/20/2013

Validation of the Soil Model in Plain Tread Traction

Objective: Predict net traction of an AG
tire in tilled agricultural soil

Developed New
VDP Soil Model:
New soil model for
improving physics
2R

F

1



h

v
X 2 , x2

3

X 1 , x1

H

X 3 , x3

W

L

Triaxial Loading

Rigid Wheel Rolling on Soil
(NSDL Test)
The leader in the field

Plain Tread Rolling on Soil
Copyright © 2013 Bridgestone Americas, Inc.

11

11
12/20/2013

Prediction of Net Traction of a Plain Tread Tire

Year

Load [kN]

Inflation Pressure
[kPa]

Slip Rate
[%]

2009

44.5 kN
(10,000 lbs-f)

70 kPa (10 psi)
240 kPa (35 psi)

5, 10, 15

2010

66.7 kN
(15,000 lbs-f)

70 kPa (10 psi)
240 kPa (35 psi)

5, 10, 15

Testing done by Firestone on tilled soil on a tire size 710/ 70 R 42
Soil Model is for Decatur Clay Loam
The predicted vs. measured correlation is 85% (very good)
The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

12

AGV – 04/30/2012

12
12/20/2013

Validation of Soil Model in Full AG tire Analysis

Objective: Predict net traction of an AG
tire in tilled agricultural soil

Developed New
VDP Soil Model:
New soil model for
improving physics
2R

F

1



h

v
X 2 , x2

3

X 1 , x1

H

X 3 , x3

W

L

Triaxial Loading

Rigid Wheel Rolling on Soil
(NSDL Test)
The leader in the field

Plain Tread Rolling on Soil
Copyright © 2013 Bridgestone Americas, Inc.

13

13
12/20/2013

120

Measured
Predicted

100

Normalized Net Traction

Index Measured Net Traction [kN]

Prediction of Net Traction for a Full AG tire

80
60

120
100
80
60

Competitor Tire
Firestone RAT_DT

40
20
0

2009

Sep-24-2010

1

2

3

4

5

6

Sep-30-2010

7

8

9

Measurement is the average of nine tests –
tilled condition

40
20
0
Firestone Tire

Competitor Tire

(RAT_DT - 710/70R42)

(710/70R42)

Inflation
= 23 psi
(160 kPa)
Vertical Load = 14,792 lbs-f (65.8 kN)
Speed
= 3 mph
Tire Size
= 710/70R42

Bridgestone/Firestone model is able to
- rank the performance of these tires.
- predicted absolute performance reasonably well

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

14

14
12/20/2013

Summary
Problem Definition: Predict traction of AG tires in
tilled soil using a continuum approach
Developed new Bridgestone/Firestone soil model
– Validated the soil model in triaxial loading
conditions

Predicted Net Traction successfully in the
following cases
– Rigid wheel
– AG tire without lugs
– AG tire with lugs

Successfully predicted net traction using
continuum approach and Bridgestone/Firestone
soil model

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

15

AGV – 04/30/2012

15
12/20/2013

Thank You
Questions

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

16

AGV – 04/30/2012

16
12/20/2013

Bridgestone/Firestone Soil Model
1-D Model of Soil
pressure

3-D Model of Soil: Yield Surface
Component 1: Normal Consolidation Curve
4E-16

Volumetric Strain

-0.05

Spring

Friction
increases
with
deformation

-0.1
-0.15
-0.2
-0.25
-0.3
-0.35
0

100

200

300

400

500

Hydrostatic Pressure [kPa]

pressure

Pressure vs. soil compaction curve
This function determines soil compaction

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

17

AGV – 04/30/2012

17
12/20/2013

Bridgestone/Firestone Soil Model
1-D Model of Soil
shear

3-D Model of Soil: Yield Surface
Component 2: Shear Failure Surface

Shear Stress [kPa]

400

Spring

Friction is
a function
of pressure
and shear
stress

Shear Failure Surface

300

200

100

0
0

shear

100

200
300
Pressure [kPa]

400

500

 Determines when soil fails (flows like a
liquid)
 Direct influence on traction
The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

18

AGV – 04/30/2012

18
12/20/2013

Mechanics of Traction
Normal Contact Forces
direction of motion

x1

e

Motion Resistance

x2
n

Tpve + Tfve

soil
surface

rut surface
soil strength - driving

Contact
pressure

Tpve

Frictional

Tangential Contact Forces
direction of motion

x1

e

x2
n

Net Traction

Tfve

- Tpve -

Tfve

soil
surface

rut surface

Tfve

friction - driving

Friction

Tfve
The leader in the field

Contact
Pressure

Copyright © 2013 Bridgestone Americas, Inc.

19

AGV – 04/30/2012

19
12/20/2013

National Soil Dynamics Lab (@ Auburn)

Indoor soil bin

Top of soil bins & testing facility

The leader in the field

Single wheel traction tester

Copyright © 2013 Bridgestone Americas, Inc.

20

AGV – 04/30/2012

20
12/20/2013

Problem Definition - Validation
Rigid Wheel Rolling on Soil

Test Conditions
Vertical Load [kN]

2.9,

5.8,

8.7,

11.6

Slip Rates [%]

11.1,

Rolling Speed [m/s]

0.15

Wheel Size

1.372 m x 0.305 m

Soil Bin Size

57.3 m x 6.1 m x 1.8 m

23.0

Test Output
Net Traction
Rut Depth
Stresses beneath soil surface

W. Block, Analysis of Soil Stress Under Rigid Wheel Loading, PhD Dissertation, Agricultural Engineering, Auburn University, 1991
The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

21

AGV – 04/30/2012

21
12/20/2013

Columbiana AG Tire Test Facility

An instrumented tractor that can
generate drawbar-pull of 38,400 lbs-f
Testing is done in a prepared/tilled field

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

22

22
12/20/2013

Challenges / Difficulties – 3/3
Very large deformations
Continuum mechanics
Eulerian formulation of balance
laws in soil

Lagrangian:
speedometers inside a
car
Eulerian: sensors on
the road

Permanent deformations
Theory of plasticity (soil model)

Instabilities
Theory of plasticity (soil model)
Explicit analysis

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

23

23
12/20/2013

Verification of Bridgestone/Firestone Soil Model
Triaxial Loading Test
Applied Normal
Pressure, 1

Applied
Lateral
Pressure, 3

The leader in the field

Copyright © 2013 Bridgestone Americas, Inc.

24

AGV – 04/30/2012

24

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Predicting Net Traction on Soil Using a Continuum Approach Paper82111

  • 1. 12/20/2013 Predicting Net Traction on Soil Using a Continuum Approach Anoop Varghese1, John Turner1, Thomas Way2, Clarence Johnson3, Brian Steenwyk1 1 Bridgestone Americas Tire Operations National Soil Dynamics Lab 3 Auburn University 2 1
  • 2. 12/20/2013 Agenda 1. Problem Definition 2. Challenges 3. Methodology 4. Results 5. Summary The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 2 AGV – 04/30/2012 2
  • 3. 12/20/2013 Problem Definition Problem: Predict net traction of an AG tire in agricultural soil Tilled Soil - Loose soil - Somewhat controlled Sod Soil - Organic content - uncontrolled Benefit of the study     Improve mechanistic understanding of tire traction performance Improve product performance Find the balance between compaction & traction Reduce development cycle time The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 3 AGV – 04/30/2012 3
  • 4. 12/20/2013 Challenges / Difficulties – 1/2 Mechanistic Definition of Soil Solid Particles of different sizes and shapes Clay, Silt, Sand, etc Liquid Surface tension of water Air Important for root growth Approach #1 Approach #2 Model individual particles Model soil as a continuum Challenges: Notes:  Clay particles are < 0.002 mm  1 mm3 of soil will contain ~ 106 particles  Capturing effect of moisture and other microscopic interactions The leader in the field  Only average behavior of soil is captured Advantages:  Use FEA to solve governing equations Copyright © 2013 Bridgestone Americas, Inc. 4 4
  • 5. 12/20/2013 Challenges / Difficulties – 2/2 New Bridgestone/Firestone soil model for agricultural soil 1-D Soil Model based on Plasticity Definition of slider - When does it start to slide (yield function) Spring Non-linear slider - How does it slide (flow potential) Notes about Bridgestone/Firestone model - Satisfies consistency condition all the time - Uses non-associated flow rule - Enhancement of Drucker-Prager model Other Challenges Very large & permanent deformations Instabilities in material R. Hill, The Mathematical Theory of Plasticity, 1950, Oxford University Press, Oxford The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 5 5
  • 6. 12/20/2013 Methodology / Approach Objective: Predict net traction of an AG tire in tilled agricultural soil Developed New VDP Soil Model: New soil model for improving physics 2R F 1  h v X 2 , x2 3 X 1 , x1 H X 3 , x3 W L Triaxial Loading Rigid Wheel Rolling on Soil (NSDL Test) The leader in the field Plain Tread Rolling on Soil Copyright © 2013 Bridgestone Americas, Inc. 6 6
  • 7. 12/20/2013 Validation of the Soil Model in Triaxial Test Objective: Predict net traction of an AG tire in tilled agricultural soil Developed New VDP Soil Model: New soil model for improving physics 2R F 1  h v X 2 , x2 3 X 1 , x1 H X 3 , x3 W L Triaxial Loading Rigid Wheel Rolling on Soil (NSDL Test) The leader in the field Plain Tread Rolling on Soil Copyright © 2013 Bridgestone Americas, Inc. 7 7
  • 8. 12/20/2013 Validation of Bridgestone/Firestone Soil Model Loading Path 1 Loading Path 2 Loading Path 3  Bridgestone/Firestone model improves the prediction of shearing flow/deformation of soil under triaxial loading conditions A. C. Bailey and C. E. Johnson, Soil Critical State Behavior in the NSDL-AU model, ASAE Papers 941074 & 961064 The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 8 8
  • 9. 12/20/2013 Validation of the Soil Model in Rigid Wheel Analysis Objective: Predict net traction of an AG tire in tilled agricultural soil Developed New VDP Soil Model: New soil model for improving physics 2R F 1  h v X 2 , x2 3 X 1 , x1 H X 3 , x3 W L Triaxial Loading Rigid Wheel Rolling on Soil (NSDL Test) The leader in the field Plain Tread Rolling on Soil Copyright © 2013 Bridgestone Americas, Inc. 9 9
  • 10. 12/20/2013 Prediction of Net Traction of Rigid Wheel 5 Norfolk Sandy Loam y = 1.0506x + 0.3631 4 R² = 0.9826 3 y = 0.7495x + 0.4226 2 R² = 0.9618 Bridgestone/Firestone LSDYNA_VDP (LSDYNA) ABAQUS_mod_DP 1 1:1 line 0 0 200 Rut Depth [mm] Predicted Traction [kN] Predicted Traction [kN] 5 150 1 2 3 Measured Traction [kN] Decatur Clay Loam 11&23 11&23 y = 0.697x + 0.4975 8.7 11&23 R² = 0.9809 11.6 11&23 R² = 0.9787 3 2 Bridgestone/Firestone LSDYNA_VDP (LSDYNA) ABAQUS_modDP 1 1:1 line 0 5 2.9 y = 1.0664x + 0.3447 0 4 Slip Rate [%] 5.8 4 Load [kN] 1 2 3 Measured Traction [kN] 4 5 Measured Predicted Test data from NSDL Bridgestone/Firestone soil model is able to predict net traction very well for a rigid wheel 100 50 0 Load=5.8kN Load=11.6kN Slip Rate = 23% Slip Rate = 23% W. Block, Analysis of Soil Stress Under Rigid Wheel Loading, PhD Dissertation, Agricultural Engineering, Auburn University, 1991 The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 10 AGV – 04/30/2012 10
  • 11. 12/20/2013 Validation of the Soil Model in Plain Tread Traction Objective: Predict net traction of an AG tire in tilled agricultural soil Developed New VDP Soil Model: New soil model for improving physics 2R F 1  h v X 2 , x2 3 X 1 , x1 H X 3 , x3 W L Triaxial Loading Rigid Wheel Rolling on Soil (NSDL Test) The leader in the field Plain Tread Rolling on Soil Copyright © 2013 Bridgestone Americas, Inc. 11 11
  • 12. 12/20/2013 Prediction of Net Traction of a Plain Tread Tire Year Load [kN] Inflation Pressure [kPa] Slip Rate [%] 2009 44.5 kN (10,000 lbs-f) 70 kPa (10 psi) 240 kPa (35 psi) 5, 10, 15 2010 66.7 kN (15,000 lbs-f) 70 kPa (10 psi) 240 kPa (35 psi) 5, 10, 15 Testing done by Firestone on tilled soil on a tire size 710/ 70 R 42 Soil Model is for Decatur Clay Loam The predicted vs. measured correlation is 85% (very good) The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 12 AGV – 04/30/2012 12
  • 13. 12/20/2013 Validation of Soil Model in Full AG tire Analysis Objective: Predict net traction of an AG tire in tilled agricultural soil Developed New VDP Soil Model: New soil model for improving physics 2R F 1  h v X 2 , x2 3 X 1 , x1 H X 3 , x3 W L Triaxial Loading Rigid Wheel Rolling on Soil (NSDL Test) The leader in the field Plain Tread Rolling on Soil Copyright © 2013 Bridgestone Americas, Inc. 13 13
  • 14. 12/20/2013 120 Measured Predicted 100 Normalized Net Traction Index Measured Net Traction [kN] Prediction of Net Traction for a Full AG tire 80 60 120 100 80 60 Competitor Tire Firestone RAT_DT 40 20 0 2009 Sep-24-2010 1 2 3 4 5 6 Sep-30-2010 7 8 9 Measurement is the average of nine tests – tilled condition 40 20 0 Firestone Tire Competitor Tire (RAT_DT - 710/70R42) (710/70R42) Inflation = 23 psi (160 kPa) Vertical Load = 14,792 lbs-f (65.8 kN) Speed = 3 mph Tire Size = 710/70R42 Bridgestone/Firestone model is able to - rank the performance of these tires. - predicted absolute performance reasonably well The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 14 14
  • 15. 12/20/2013 Summary Problem Definition: Predict traction of AG tires in tilled soil using a continuum approach Developed new Bridgestone/Firestone soil model – Validated the soil model in triaxial loading conditions Predicted Net Traction successfully in the following cases – Rigid wheel – AG tire without lugs – AG tire with lugs Successfully predicted net traction using continuum approach and Bridgestone/Firestone soil model The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 15 AGV – 04/30/2012 15
  • 16. 12/20/2013 Thank You Questions The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 16 AGV – 04/30/2012 16
  • 17. 12/20/2013 Bridgestone/Firestone Soil Model 1-D Model of Soil pressure 3-D Model of Soil: Yield Surface Component 1: Normal Consolidation Curve 4E-16 Volumetric Strain -0.05 Spring Friction increases with deformation -0.1 -0.15 -0.2 -0.25 -0.3 -0.35 0 100 200 300 400 500 Hydrostatic Pressure [kPa] pressure Pressure vs. soil compaction curve This function determines soil compaction The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 17 AGV – 04/30/2012 17
  • 18. 12/20/2013 Bridgestone/Firestone Soil Model 1-D Model of Soil shear 3-D Model of Soil: Yield Surface Component 2: Shear Failure Surface Shear Stress [kPa] 400 Spring Friction is a function of pressure and shear stress Shear Failure Surface 300 200 100 0 0 shear 100 200 300 Pressure [kPa] 400 500  Determines when soil fails (flows like a liquid)  Direct influence on traction The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 18 AGV – 04/30/2012 18
  • 19. 12/20/2013 Mechanics of Traction Normal Contact Forces direction of motion x1 e Motion Resistance x2 n Tpve + Tfve soil surface rut surface soil strength - driving Contact pressure Tpve Frictional Tangential Contact Forces direction of motion x1 e x2 n Net Traction Tfve - Tpve - Tfve soil surface rut surface Tfve friction - driving Friction Tfve The leader in the field Contact Pressure Copyright © 2013 Bridgestone Americas, Inc. 19 AGV – 04/30/2012 19
  • 20. 12/20/2013 National Soil Dynamics Lab (@ Auburn) Indoor soil bin Top of soil bins & testing facility The leader in the field Single wheel traction tester Copyright © 2013 Bridgestone Americas, Inc. 20 AGV – 04/30/2012 20
  • 21. 12/20/2013 Problem Definition - Validation Rigid Wheel Rolling on Soil Test Conditions Vertical Load [kN] 2.9, 5.8, 8.7, 11.6 Slip Rates [%] 11.1, Rolling Speed [m/s] 0.15 Wheel Size 1.372 m x 0.305 m Soil Bin Size 57.3 m x 6.1 m x 1.8 m 23.0 Test Output Net Traction Rut Depth Stresses beneath soil surface W. Block, Analysis of Soil Stress Under Rigid Wheel Loading, PhD Dissertation, Agricultural Engineering, Auburn University, 1991 The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 21 AGV – 04/30/2012 21
  • 22. 12/20/2013 Columbiana AG Tire Test Facility An instrumented tractor that can generate drawbar-pull of 38,400 lbs-f Testing is done in a prepared/tilled field The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 22 22
  • 23. 12/20/2013 Challenges / Difficulties – 3/3 Very large deformations Continuum mechanics Eulerian formulation of balance laws in soil Lagrangian: speedometers inside a car Eulerian: sensors on the road Permanent deformations Theory of plasticity (soil model) Instabilities Theory of plasticity (soil model) Explicit analysis The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 23 23
  • 24. 12/20/2013 Verification of Bridgestone/Firestone Soil Model Triaxial Loading Test Applied Normal Pressure, 1 Applied Lateral Pressure, 3 The leader in the field Copyright © 2013 Bridgestone Americas, Inc. 24 AGV – 04/30/2012 24