TECHNICAL PAPERS
Jun 15, 2010

Toward Monte Carlo Simulation-Based Mechanistic-Empirical Prediction of Asphalt Pavement Performance

Publication: Journal of Transportation Engineering
Volume 136, Issue 7

Abstract

The mechanistic-empirical study of pavement performance requires that immediate pavement responses due to tire loading be mechanistically computed for pavement structures, and the long-term pavement performance be related to the computed pavement responses. The problem becomes very complicated when variability is considered for loading, pavement and environmental conditions. A Monte Carlo simulation-based mechanistic-empirical pavement design/analysis procedure was verified in this study. The complex tire-pavement interaction was more realistically handled and computed using finite element models and measured tire-pavement contact stress data. The computation time problem involved in pavement response computations was resolved by using a computationally efficient method that relates critical pavement responses to tire loading and pavement structural conditions. In the Monte Carlo simulation, different truck classes were drawn from the truck population empirically based on actual traffic volume data. Axle load spectra were characterized by actual axle load data collected at a weigh-in-motion site. Results from a survey of truck configurations were used to describe the distribution of truck tire pressure. Pavement structural parameters and relationships between material moduli and environmental conditions were obtained from the Long-Term Pavement Performance data. The distress models developed in National Cooperative Highway Research Program Project 1–37A were employed to predict pavement performance. The simulation study estimates the effects of increased tire pressure and steering axle load on a typical pavement structure for 2 million truck passes. The Monte Carlo simulation method and models used in this study can provide useful experience for the development of future flexible pavement design and analysis procedures.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

The writers want to thank Southwest Region University Transportation Center (SWUTC) and SWUTC Project No. 167554 for providing research funding to this study. The writers are grateful to Dr. Jorge A. Prozzi at the University of Texas at Austin, and Dr. Lu Sun at the Catholic University of America for their insightful comments and suggestions.

References

Akram, T., Scullion, T., and Smith, R. E. (1993). “Using the multidepth deflectometer to study tire pressure, tire type, and load effects on pavements.” Research Rep. No. 1184-2, Vol. 2, Texas Transportation Institute, Texas A&M Univ., College Station, Tex.
Ali, H. A., and Parker, N. A. (1996). “Using time series to incorporate seasonal variations in pavement design.” Transportation Research Record. 1539, Transportation Research Board, Washington, D.C., 33–43.
De Beer, M., and Fisher, C. (2002). “Tire contact stress measurements with the stress-in-motion (SIM) Mk IV system for the Texas Transportation Institute (TTI).” Contract Rep. No. CR-2002/82, Div. of Roads and Transport Technology, Council for Scientific and Industrial Research, CSIR, Pretoria, South Africa.
De Beer, M., Fisher, C., and Jooste, F. J. (1997). “Determination of pneumatic tyre/pavement interface contact stresses under moving loads and some effects on pavements with thin asphalt surfacing layers.” Proc., 8th Int. Conf. on Asphalt Pavements, Univ. of Washington, Seattle, 179–227.
El-Basyouny, M. M. (2004). “Calibration and validation of asphalt concrete pavements distress models for 2002 design guide.” Ph.D. dissertation, Arizona State Univ., Tempe, Ariz.
Hong, F., and Prozzi, J. A. (2005). “A probabilistic rigid pavement failure study based on axle load spectra.” Proc., 84th TRB Annual Meeting (CD-ROM), Transportation Research Board, Washington D.C.
Huang, Y. H. (2003). Pavement analysis and design, 2nd Ed., Prentice-Hall, Englewood Cliffs, N.J.
Huhtala, M., Pihlajamaki, J., and Pienimaki, M. (1989). “Effects of tires and tire pressures on road pavements.” Transportation Research Record. 1227, Transportation Research Board, Washington, D.C., 107–114.
International Road Dynamics (IRD). (2005). International Road Dynamics Inc., Saskatoon, Canada, ⟨http://www.irdinc.com/⟩ (Aug. 2005).
Khazanovich, L., Selezneva, O. I., Yu, H. T., and Darter, M. (2001). “Development of rapid solutions for prediction of critical continuously reinforced concrete pavement stresses.” Transportation Research Record. 1778, Transportation Research Board, Washington, D.C., 64–72.
Law, A. M., and Kelton, W. D. (2000). Simulation modeling and analysis, McGraw-Hill, Columbus, Ohio.
Mohammadi, J., and Shah, N. (1992). “Statistics evaluation of truck overloads.” J. Transp. Eng., 118(5), 651–665.
National Cooperative Highway Research Program (NCHRP). (2004). “Guide for mechanistic-empirical design of new and rehabilitated pavements structures.” Final Rep., Washington, D.C.
National Weather Service. (2005). National Weather Service Forecast Office, ⟨http://www.srh.weather.gov/ewx/index.php⟩ (Aug. 2005).
Prozzi, J. A., and Hong, F. (2006). “Evaluate equipment, methods, and pavement design implications for Texas conditions of the AASHTO 2002, axle load spectra traffic methodology.” Research Rep. for TxDOT Project 0-4510, Center for Transportation Research, the Univ. of Texas at Austin, Austin, Tex.
StatSoft. (2005). The Statistics Homepage, ⟨http://www.statsoft.com/textbook/stathome.html⟩ (Mar. 2005).
Tseng, K. H. (1988). “A finite element method for the performance analysis of flexible pavements.” Ph.D. dissertation, Texas A&M Univ., College Station, Tex.
Wang, F., Inman, R. F., Machemehl, R. B., Zhang, Z., and Walton, C. M. (2000). “Study of current truck configurations.” Project Rep. No. FHWA/TX-00+1862-1F, Center for Transportation Research, The Univ. of Texas at Austin, Austin, Tex.
Wang, F., and Machemehl, R. B. (2006a). “Development of quick solutions for prediction of critical asphalt pavement responses due to measured tire-pavement contact stresses.” Proc., TRB Annual Meeting (CD-ROM), Transportation Research Board, Washington, D.C.
Wang, F., and Machemehl, R. B. (2006b). “Mechanistic-empirical study of effects of truck Tire pressure on pavement using measured tire-pavement contact stress data.” Transportation Research Record. 1947, Transportation Research Board, Washington, D.C., 136–145.
Yoder, E. J., and Witczak, M. W. (1975). Principles of pavement design, 2nd Ed., Wiley, New York.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 136Issue 7July 2010
Pages: 678 - 688

History

Received: Jun 15, 2007
Accepted: Sep 30, 2009
Published online: Jun 15, 2010
Published in print: Jul 2010

Permissions

Request permissions for this article.

Authors

Affiliations

M.ASCE
Assistant Professor, Dept. of Civil and Environmental Engineering, Jackson State Univ., P.O. Box 17068, Jackson, MS 39217-0168 (corresponding author). E-mail: [email protected]
Randy B. Machemehl [email protected]
M.ASCE
Professor, Dept. of Civil, Architectural, and Environmental Engineering-TRAN, Univ. of Texas at Austin, 1 University Station C1761, Austin, TX 78712-0278. E-mail: [email protected]
Elmira Popova [email protected]
Associate Professor, Dept. of Mechanical Engineering, Univ. of Texas at Austin, 1 University Station C2200, ETC 5.120, Austin, TX 78712-0278. E-mail: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share