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Matching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin D. Hall
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Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Feb 07, 2018

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Page 1: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Matching Distress Definitions in Field and in MEPDG

for Local Calibration

Danny X. Xiao, Kelvin C.P. Wang, Kevin D. Hall

Page 2: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

MEPDG

� Mechanistic-Empirical Pavement Design Guide

from FHWA

Page 3: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Goal of Calibration

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4

Pre

dic

tion

(in

.)

Measurement (in.)

Before Calibration

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4P

red

icti

on

(in

.)

Measurement (in.)

After Calibration

Page 4: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Initial results of MEPDG calibration in Arkansas

y = 0.2022x

R² = -0.053

0

1000

2000

3000

4000

5000

6000

0 2000 4000 6000 8000

Pre

dic

tion

, ft

/mi

Measurement, ft/mi

Comparison of Longitudinal Cracking_LTPP

(National Calibration Method)

N=145

0

100

200

300

400

500

600

700

800

900

0 200 400 600 800 1000

Pre

dic

tion

, ft

/mi

Measurement, ft/mi

Comparison of Transverse Cracking_LTPP

(National Calibration Method)

y = 0.2022x

R² = -0.053

0

2

4

6

8

10

12

14

16

0 2 4 6 8 10 12 14 16

Pre

dic

tio

n,

%

Measurement, %

Comparison of Alligator Cracking_LTPP

(National Calibration Method)

N=145

Page 5: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Two reasons

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4

Pre

dic

tion

(in

.)

Measurement (in.)

Comparison of measurement and prediction

Page 6: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Variability of Measured Distress

� It has been recognized for a long time.

� Rada, G. et al. (1997, 1998), Variability of LTPP distress data

� Goodman, S. (2001), Variability of C-LTPP distress data

� Larson C. (2000), QA/QC of pavement distress data in Virginia

� Schwartz C. (2007), Uncertainty of distress measurement and MEPDG

� Flintsch, G. and McGhee, K. (2009), NCHRP Synthesis 401: Quality management of pavement condition data collection

Page 7: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Problem statement

� Do differences in distress definitions between LTPP and MEPDG affect calibration?

� Is longitudinal cracking in wheelpath alligator cracking?

� Should one use a weighting function to combine low, medium and high severities?

Page 8: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

1. Do differences in distress definitions between LTPP and MEPDG affect calibration?

Page 9: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

LTPP

� “As a pavement distress dictionary, the manual will improve communications within the pavement community by fostering more uniform and consistent definitions of pavement distress.”

Type Severity Amount

(Distress Identification Manual for LTPP, 2003)

Page 10: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

MEPDG

� “Mechanistic–empirical procedures use pavement models based on the mechanics of materials to predict pavement responses (deflections, strains, and stresses) and empirically based transfer functions to estimate distress initiation and development based on these responses.”

(NCHRP Synthesis 401, 2009)

Page 11: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Alligator cracking

LTPP

MEPDG

(Image from Distress

Identification Manual for

LTPP, 2003)

(Image from NCHRP 1-37A

final report, 2004)

Page 12: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Longitudinal cracking

LTPP

MEPDG

(Image from Distress

Identification Manual for

LTPP, 2003)

(Image from NCHRP 1-37A

final report, 2004)

Page 13: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Distress Models in MEPDG

Bottom-up(alligator) cracking Top-down(longitudinal) cracking

(Equations from NCHRP 1-37A final report, 2004)

Page 14: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Transverse (LTPP) or thermal (MEPDG)?

(Image from Distress Identification

Manual for LTPP, 2003)

Page 15: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Transverse cracking

� No predicted thermal cracking, but we did see transversecracking in field.

0

100

200

300

400

500

600

700

800

900

0 200 400 600 800 1000

Pre

dic

tion

, ft

/mi

Measurement, ft/mi

Comparison of Transverse Cracking

(National Calibration Method)

Page 16: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Recommendation

Type Severity Amount Location Mechanism

5thVersion

Page 17: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

� 2. Is longitudinal cracking in wheelpath alligator cracking?

Page 18: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Data source

� 18 sections LTPP

� 8 sections PMS

Page 19: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Consider longitudinal_WP as alligator?

0.0

5.0

10.0

15.0

20.0

25.0

30.0

35.0

40.0

0.0 10.0 20.0 30.0 40.0

All

igato

r +

Lon

git

ud

inal

*1, %

Alligator Cracking, %

Influence of longitudinal cracking on alligator

cracking_LTPP

N=145

0.0

5.0

10.0

15.0

20.0

25.0

0.0 5.0 10.0 15.0 20.0 25.0

All

igato

r+ l

on

git

ud

ian

l*1 (

%)

Alligator cracking (%)

Influence of longitudinal cracking on alligator

cracking_PMS

N=280

Page 20: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Longitudinal_WP as alligator?

y = 0.2022x

R² = -0.053

y = 0.2265x

R² = -0.015

0

2

4

6

8

10

12

14

16

0 5 10 15 20

Pre

dic

tion

, %

Measurement, %

Comparison of Alligator Cracking_LTPP

Alligator Cracking

Alligator+Longitudinal_WP

Equality

Linear (Alligator Cracking)

Linear (Alligator+Longitudinal_WP)

N=145

y = 0.0214x

R² = -0.516

0

2

4

6

8

10

12

14

16

0 5 10 15 20 25

Pre

dic

tion

(%

)

Measurement (%)

Comparison of Alligator Cracking_PMS

Alligator

Alligator+Longitudinal_WP

Equality

Linear (Alligator)

N=280

Page 21: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Longitudinal_NWP

0

2000

4000

6000

8000

10000

12000

0 2000 4000 6000 8000 10000 12000

Pre

dic

tion

(ft

/mi)

Measurement (ft/mi)

Comparison of Longitudinal Cracking _PMS

Longitudinal_WP

Longitudinal_NWP

Equality

N=280

y = 0.2022x

R² = -0.053 y = 0.2205x

R² = -0.004

0

2000

4000

6000

8000

10000

12000

0 2000 4000 6000 8000 10000 12000

Pre

dic

tion

, ft

/mi

Measurement, ft/mi

Comparison of Longitudinal Cracking_LTPP

Longitudinal_WP

Longitudinal_NWP

Equality

Linear (Longitudinal_WP)

Linear (Longitudinal_NWP)

N=145

Page 22: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

An important assumption

Longitudinal cracking in wheelpath is alligator cracking.

As pavement deteriorates, longitudinal cracking will decrease as alligator cracking increases.

As pavement deteriorates, longitudinal cracking will increase as alligator cracking increases.

Page 23: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Development of alligator cracking

0

2000

4000

6000

8000

10000

12000

0.0 10.0 20.0 30.0 40.0

Cra

ckin

g, ft

/mi

Alligator Cracking, %

Development of alligator cracking_LTPP

Longitudianl_WP

Longitudinal_NWP

Transverse

N=145

0

2000

4000

6000

8000

10000

12000

0.0 5.0 10.0 15.0 20.0

Cra

ckin

g (

ft/m

i)

Alligator cracking (%)

Development of alligator cracking_PMS

Longitudinal_WP

Longitudinal_NWP

Transverse

N=280

Page 24: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

� 3. Should one use a weighting function to combine low, medium and high severities?

Page 25: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Combine different severities together

� Pavement Condition Index (PCI), deduct value

� Low: medium : high = 3: 6: 10 (Chou C.,1997)

� MEPDG national calibration

for transverse cracking:

for alligator and longitudinal cracking:

Total Measured cracking = Low_severity + Medium severity + High_Severity

Page 26: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Weighting function: use or not use?

0

5

10

15

20

25

30

35

40

0 5 10 15 20 25 30 35 40

Un

wei

gh

ted

, %

Weighted Alligator Cracking, %

Influence of weighting on alligator cracking_LTPP

Alligator

Equality

N=145

y = 0.2022x

R² = -0.053

0

2000

4000

6000

8000

10000

12000

14000

0 3000 6000 9000 12000 15000

Un

wei

gh

ted

, ft

/mi

Weighted Longitudinal Cracking, ft/mi

Comparison of Longitudinal Cracking_LTPP

Longitudinal_WP

Longitudinal_NWP

Equality

Linear (Longitudinal_WP)

Page 27: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Weighting or not? (cont.)

0

2

4

6

8

10

12

14

16

0 2 4 6 8 10 12 14 16

Pre

dic

tion

, %

Measurement, %

Comparison of Alligator Cracking_LTPP

Unweighted

Weighted

Equality

N=145

0

1000

2000

3000

4000

5000

6000

7000

8000

0 2000 4000 6000 8000

Pre

dic

tion

, ft

/mi

Measurement, ft/mi

Comparison of Longitudinal Cracking_LTPP

Unweighted Longitudinal_WP

Weighted Longitudinal_WP

Equality

N=145

Page 28: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Weighting or not? (cont.)

0

500

1000

1500

2000

2500

0 500 1000 1500 2000 2500

Pre

dic

tion

(ft

/mi)

Measurement (ft/mi)

Comparison of Transverse Cracking_PMS

Weighted

Unweighted

Equality

N=725

0

1000

2000

3000

4000

5000

6000

7000

0 2000 4000 6000 8000

Pre

dic

tion

, ft

/mi

Measurement, ft/mi

Comparison of Transverse Cracking_LTPP

Weighted Transverse

Unweighted Transverse

Equality

N=145

Page 29: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Conclusions

� Do differences in distress definitions between LTPP and MEPDG affect calibration?

ANSWER: Yes, so the gap between LTPP and MEPDG should be considered.

� Is longitudinal cracking in wheelpath alligator cracking?

ANSWER: Yes, it is recommended.

� Should one use a weighting function to combine low, medium and high severities?

ANSWER: Based on data shown, cannot support or reject the use of weighting function.

Page 30: Matching Distress Definitions in Field and in MEPDG for ... · PDF fileMatching Distress Definitions in Field and in MEPDG for Local Calibration Danny X. Xiao, Kelvin C.P. Wang, Kevin

Thank you!

Questions?

Suggestions?

(Fall at the University of Arkansas, by Dr. Nam Tran)