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Sensitivity of the M-E Pavement Design Guides in Indiana Tommy E. Nantung INDOT Research and Development Division

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Page 1: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity of the M-E Pavement Design Guides in Indiana

Tommy E. Nantung INDOT Research and Development Division

Page 2: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Current Pavement Design Procedures

Page 3: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

DO YOU KNOW WHY YOUR TRIAL DESIGNS FAIL?

Page 4: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Current Pavement Design Procedure Less systematic approach to design, more

deterministic Push the button or plug values in

nomograph/formula The results are ◦ Thickness design ◦ Faulting check ◦ Structural numbers

No relationship between design and predicted performance

Page 5: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

In General

The current pavement design procedure is “Plug-And-Play”, the rest of them you don’t have to think about.

However, the current pavement design already served us for more than five decades

The current pavement design is also only “nationally” calibrated

Page 6: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Paradigm Shift in Pavement Design

More demanding on return-on-investment Design to meet the design life with a

certain performance expectation ◦ Long-term Budgeting

Not necessarily to extend the pavement life ◦ Balancing between performance and cost, you

decide

Page 7: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Mechanistic-Empirical Design Climate Traffic

Materials

Structure

Distress Response Time

Damage

Damage Accumulation

Page 8: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

MEPDG Process Inputs

Traffic Climate Structure

Selection of Trial Design

Structural Responses (σ, ε, δ)

Calibrated Damage-Distress Models Distresses Smoothness

Performance Verification Failure criteria

Design Reliability

Design Requirements

Satisfied? No

Feasible Design

Rev

ise

trial

des

ign

Damage Accumulation with Time

Yes

Page 9: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Slab Thickness

0 10 20 30 40 50 60 70 80 90 100

12 13 14 15 16 17 18 19 20

Joint spacing, ft

Perc

ent s

labs

cra

cked

8-in slab 9-in slab 10-in slab

11-in slab

Page 10: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Predicted Cracking for 95% Reliability

0

5

10

15

20

25

30

9.4 9.5 9.6 9.7 9.8 9.9 10.0 10.1

Slab thickness, in

Perc

ent s

lab

crac

king

Target level of cracking

Design Thickness

15’ joint spacing 19 million trucks, TTC8 (30 million ESALs)

Page 11: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis - Predicted Cracking for 50% Reliability

0

5

10

15

20

9.0 9.2 9.4 9.6 9.8 10.0 10.2 10.4

Slab thickness, in

Perc

ent s

labs

cra

cked

Target design level of cracking

Predicted cracking for 95% reliability design thickness

15’ joint spacing 19 million trucks, TTC8 (30 million ESALs)

Page 12: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Traffic Capacity at 50% Reliability

0

10

20

30

40

50

60

70

80

90

9.0 9.2 9.4 9.6 9.8 10.0 10.2 10.4 Slab thickness, in

Traf

fic, m

illio

ns o

f tru

cks

(TTC

8)

Allowable traffic at design thickness (48 million trucks [76 million ESALs])

Design traffic: 19 million trucks 30 million ESALs

Target design level of slab cracking = 15%

Page 13: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Distance of Wheelpath from Edge

0

5

10

15

20

25

30

10 12 14 16 18 20 22 24

Mean wheelpath, in from slab edge

Per

cent

sla

bs c

rack

ed

Default mean wheelpath

Traffic wander standard deviation = 10 in

Page 14: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Standard Deviation in Distance Wheelpath

0

5

10

15

20

25

30

7 8 9 10 11 12 13 Traffic wander standard deviation, in

Per

cent

sla

bs c

rack

ed

Mean wheelpath = 12 in

Mean wheelpath = 18 in

Mean wheelpath = 22 in

Page 15: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Concrete Modulus of Rupture

0

10

20

30

40

50

60

70

580 600 620 640 660 680 700 720 740

28-day PCC modulus of rupture, psi

Perc

ent s

labs

cra

cked

Predicted cracking for 95% reliability design

Design average 28-day PCC modulus of rupture (690 psi)

Predicted cracking for 50% reliability design

Page 16: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – PCC Modulus of Elasticity

0

10

20

30

40

50

60

70

3.4 3.6 3.8 4.0 4.2 4.4 4.6 4.8

28-day PCC elastic modulus, million psi

Perc

ent s

labs

cra

cked

Predicted cracking for 95% reliability design

Target design level of cracking

Page 17: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – PCC Coefficient of Thermal Expansion

0

5

10

15

20

0 5 10 15 20 25 30

Age, years

Perc

ent s

labs

cra

cked

6.5x10-6/F

6.0x10-6/F

5.5x10-6/F

5.0x10-6/F

Page 18: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Combined Effect of PCC CTE and E

0 5

10 15 20 25 30 35 40 45 50

9.0 9.2 9.4 9.6 9.8 10.0 10.2 10.4

Slab thickness, in

Perc

ent s

labs

cra

cked

Predicted cracking for 95% reliability design CTE = 5.5x10-6 / degF 28-day Epcc = 4.4 Mpsi

CTE = 6.0x10-6 / degF 28-day Epcc = 4.0 Mpsi

Page 19: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Effect of Climatic Zone

0

5

10

15

20

25

30

0 5 10 15 20 25 30

Pavement age, years

Perc

ent s

labs

cra

cked

Florida (wet-nonfreeze)

Arizona (dry-nonfreeze) North Dakota

(dry-freeze)

Illinois (wet-freeze)

Page 20: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Base Type

0

2

4

6

8

10

0 5 10 15 20 25 Pavement age, years

Perc

ent s

labs

cra

cked

Asphalt-treated base

Aggregate base

Cement-treated base

Page 21: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Effect of Edge Support

0

10

20

30

40

50

60

0 5 10 15 20 25 30

Age, years

Perc

ent s

labs

cra

cked

Tied PCC shoulder LTE = 40%

Tied PCC shoulder LTE = 70%

AC shoulder

Widened slab

Page 22: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Reliability levels for Road Test Traffic

8.0

8.5

9.0

9.5

10.0

10.5

11.0

50 55 60 65 70 75 80 85 90 95 100

Reliability, percent

Des

ign

thic

knes

s, in

AASHTO 93

2002 Design Guide

Page 23: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity Analysis – Reliability for Moderately High Traffic

9.0

9.5

10.0

10.5

11.0

11.5

12.0

12.5

50 55 60 65 70 75 80 85 90 95 100 Reliability, percent

Des

ign

thic

knes

s, in

AASHTO 93

2002 Design Guide

19 million trucks (TTC 8 [30 million ESALs)

Page 24: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Concrete Pavement Design Inputs - Sensitivity Analysis

Over 30 parameters specifically related to JPCP

Sensitivity analysis is based on INDOT current practice

Base design inputs were created for comparisons

Each parameter was varied independently Distresses and performance indicator

(faulting, cracking, and IRI) are compared

Page 25: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Concrete Pavement Design Inputs - Sensitivity Analysis 17 design inputs were chosen to be

analyzed Strength values in hierarchical inputs ◦ Level 3: 28-day Modulus of Rupture or

Compressive Strength ◦ Level 2: Compressive strength at 7, 14, 28, and

90 days + 20-year/28-days ratio ◦ Level 1: Modulus of Rupture and Modulus of

Elasticity at 7, 14, 28, and 90 days + 20-year/28-days ratio

Page 26: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Concrete Pavement Design Inputs - Sensitivity Analysis

Parameter Roughness Faulting Percent Slabs Cracked

Level 3 Modulus of Rupture S NS VS

Compressive Strength S NS VS

Level 2 Compressive Strength S NS VS

20-year/28-day Ratio S NS VS

Level 1 Modulus of Rupture S NS VS

Modulus of Elasticity S NS VS

20-year/28-day Ratio S NS VS

Page 27: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Concrete Pavement Design Inputs - Sensitivity Analysis

Parameter Roughness Faulting Percent Slabs Cracked

Permanent Curl/Warp Effective Temperature Difference

VS VS VS

Joint Spacing VS VS VS

Dowel Bar Diameter MS MS NS

Pavement Thickness S MS VS

Poisson’s Ratio MS MS S

Coefficient of Thermal Expansion VS VS VS

Thermal Conductivity S MS VS

Page 28: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Concrete Pavement Design Inputs - Level 3 vs Level 1 Modulus of Rupture

200

300

400

500 600 700 800 90028 day Flexural Strength (psi)

IRI (

in/m

i)

Level 1 IRILevel 1 IRI ReliabilityLevel 3 IRILevel 3 IRI ReliabiltyLimit

Page 29: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Reliability

Page 30: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Traffic Information

Page 31: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Trial thickness design

Page 32: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Unbound Materials

Page 33: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Unbound Materials – Passing #200

Page 34: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Blindly implement the MEPDG

Purely trial and error Thickness design can be achieved by

“luck” only May not be the most efficient design May not achieve any design at all

Page 35: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Reliability Issue

Page 36: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity of IRI

Page 37: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Sensitivity of Faulting

Page 38: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

JPCP Smoothness Model (Empirical)

IRI = IRII + 0.8203*cracking + 0.4417*Spalling + 1.4929*Faulting + 25.24*SF

where IRII = Initial IRI PUNCH = Number of mid- to high-severity punchouts/km PATCH = Number of mid- to high-severity flexible or rigid patching SF = Site Factor

= AGE*(1 + FI)(1 + P0.075)/106

AGE = pavement age, yr FI = Freezing index, oC days P0.075 = percent subgrade material passing 0.075-mm sieve

Page 39: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Components of Curling Stresses Applied with Traffic Load in FEM Analysis

0.00.1

0.20.3

0.40.5

0.60.7

0.80.9

1.0

0 5 10 15 20 25 30 35

Relative Temperature, °F

De

pth

(1

.0 =

su

rfa

ce

)

0 20% 40% 60% 80% 100%

Actual Temperature Gradient

Built-in Curling Moisture Gradient

ShrinkageinBuiltActual TTTT ∆+∆+∆=∆ −

Page 40: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

ME Design Procedure – Structural Analysis and Pavement Response

Concrete Slab (JPCP, CRCP)

Base Course (unbound, stabilized)

Subbase (unbound, stabilized)

Compacted Subgrade

Natural Subgrade

Bedrock

Ec

Ebase

Lay

ered

syst

em w

ith

effe

ctiv

e k-

valu

e

Calculate pavement responses

Stresses Deformations

at critical locations

Page 41: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

ME Design Procedure for JPCP, cont. Calculate fatigue damage for each increment ◦ Each increment is a unique combination of:

Time (age, season) & PCC strength

Loads (number, axle type, axle weight) Equivalent thermal gradients (temperature and

shrinkage) Traffic path (wander location)

NLoadsofNumberAllowablenLoadsofNumberActualDamageFatigue,

,=

Page 42: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

ME Design Procedure for JPCP, cont.

∑ ∑ ∑ ∑ ∑ ∑=i j k l m n ijklmn

ijklmn

Nn

DamageFatigue

nijklmn = Applied number of load applications at condition i,j,k,… Nijklmn = Allowable number of load applications at condition i,j,k,… i = Age ; j = Season; k = Axle combination l = Load level; m = Temperature gradient; n = Traffic path

Accumulate Fatigue Damage (Incremental Approach)

( )22.1

*0.2

=

total

rMNLogσ

Page 43: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

*

* ******

****** *

*

*****

** * *** ***

*****

********

**** ** *

*1E+07

1E+06

1E+05

1E+04

1E+03

1E+02

1E+01

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2.0

AASHO Extended AASHO (not used in dev.)

CORPS

Num

ber

of S

tres

s Rep

etiti

ons

Stress Ratio, (σ/MR)

Fatigue Models

Page 44: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

How does ME Design Procedure Predict Performance? (cont.) Step 5: Correlate damage to distress ◦ Predict distresses with mechanistic-based

models that are calibrated with field data 1. JPCP transverse cracking

Top-down cracking Bottom-up cracking

2. JPCP faulting 3. IRI for smoothness

Page 45: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Distress Prediction from Model Calibrated using LTPP Data

Age

Distress

Time Damage

Distress Damage

Page 46: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Base

Subgrade

Critical stress region at bottom of slab

JPCP Bottom-Up Cracking – (Mid-slab Load + Positive Curl/Warp Condition)

Page 47: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Base

Subgrade

Critical stress region at top of slab

JPCP Top Down Cracking (Joint Load + Negative Curl/Warp Condition)

Page 48: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Correlate Damage to Cracking

Accumulated damage at each increment is correlated to field cracking based on the distress model calibrated using LTPP data

7.11100

−+=

DamageCracking

Page 49: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

JPCP Joint Faulting Mechanism

Direction of Traffic

Foundation: Base and Subgrade

Joint Opening, LTE

δ(unloaded)

δ(loaded)

Page 50: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Overall Faulting Model Flowchart Site conditions/

Trial design inputs: Dowel diameter, base type,

PCC thickness

Calculate faulting increment and joint wear-out at end of each month

Calculate loaded and unloaded corner deflections

Joint opening, LTE calculation

Calculate differential energy, DE (Main Structural Response)

Calculate total faulting

Page 51: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Faulting Prediction – Maximum Faulting

P200 = Percent passing #200 sieve in Subgrade

EROD - erodobility index

[ ] 6)/*(*5*1(**0 200512C

serod

curling PWetdaysPLogCLogCFaultMax += δ

C1 = 1.29 C2 = 1.1

C5 = 250 C6 = 0.40

C7 = 1.20 C8 = 400

)*( 25.02112 FRCCC +=

Page 52: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Faulting Prediction, cont.

Calculate faulting increment at the end of each month: ∆FAULT = faulting increment FAULTMAX = maximum faulting FAULT = cumulative faulting at beginning of month DE = differential energy (for all axle type and load level C3 = 0.001725 C4 = 0.0008

nDEFaultFaultMaxCFault *)(* 234 −=∆

)*( 25.04334 FRCCC +=

Page 53: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Faulting Prediction, cont. Calculate faulting level at the end of each

month:

where

FAULTl+1 = faulting at the end of the month FAULTl = faulting at the beginning of the month DFAULT = faulting increment

DFAULTFAULTFAULT ll +=+1

Page 54: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Now, change the passing #200

Page 55: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Now, change the passing #200

Page 56: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Now, change the traffic information

Page 57: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Now, change the traffic information

Page 58: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Now, change the slab dimensions

Page 59: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Conclusions

Have to know the “black box” before you can implement the MEPDG

Have to know pavement materials and pavement structure to be able to design pavement

Know the sensitivity parameters for your “local” state

Local calibration will not solve all the issues

Page 60: Sensitivity of the M-E Pavement Design Guides in … systematic approach to design, more deterministic Push the button or plug values in nomograph/formula The results are Thickness

Conclusions

Some very sensitive parameters are impossible to be locally calibrated ◦ Soil type is the most difficult ◦ Some parameters are “hidden” somewhere

“Verification” is so far the best method to implement the MEPDG right away

Do comprehensive trial runs to get the “feel” on how the parameters influence the outcomes