TECHNICAL PAPERS
Jan 1, 1993

Infrastructure Management under Uncertainty: Latent Performance Approach

Publication: Journal of Transportation Engineering
Volume 119, Issue 1

Abstract

This paper presents a new framework for the analysis of infrastructure performance and the planning of inspection, maintenance, and rehabilitation (M&R) activities. The main facets of this framework are: explicitly modeling the errors in measurement of facility performance indicators; treating the key variable in the process, facility performance, as a latent variable that manifests itself through measured condition indicators; and explicitly analyzing and including in the decision process the uncertainties in infrastructure condition measurement and performance forecasting. Our approach recognizes the errors inherent in the measurement of the condition indicators; these errors are quantified through the use of measurement error models. A model system relating the latent facility performance to explanatory variables and to observed indicators is developed. Our M&R activity planning model accounts for the presence of uncertainty in the output of the inspection of facility condition and the forecasting of facility performance. An application example is presented.

Get full access to this article

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

References

1.
“The AASHO road test.” (1962). Special Report 73, Nat. Academy of Sci., Nat. Res. Council, Washington, D.C.
2.
Ben‐Akiva, M., Humplick, F., Madanat, S., and Ramaswamy, R. (1991). “Latent performance approach to infrastructure management.” Transp. Res. Record 1311.
3.
Ben‐Akiva, M., and Ramaswamy, R. (1989). “Estimation of latent pavement performance from damage measurements.” Selected Proc. 5th World Conf. on Transportation Research, WCTR Society.
4.
Carnahan, J. V., Davis, W. J., Shahin, M. Y., Keane, P. L., and Wu, M. I. (1987). “Optimal maintenance decisions for pavement management.” J. Transp. Engrg., ASCE, 113(5), 554–572.
5.
Feighan, K. J., Shahin, M. Y., Sinha, K. C., and White, T. D. (1988). “An application of dynamic programming and other mathematical techniques to pavement management systems.” Transp. Res. Record, 1200.
6.
Hudson, W. R., Elkins, G. E., Uddin, W., and Reilley, K. T. (1987). “Improved methods and equipment to conduct pavement distress surveys,” Final Report, # FHWA‐TS‐87‐213, Federal Highway Admin., Washington, D.C.
7.
Humplick, F. (1989). “Theory and methods of analyzing infrastructure inspection output: Application to highway pavement surface condition evaluation,” Ph.D. Dissertation, Massachusetts Inst. of Tech., Cambridge, Mass.
8.
Humplick, F. (1992). “Highway pavement distress evaluation: Modeling measurement error.” Transp. Res. B, 26B(2), 135–154.
9.
Madanat, S. (1991). “Optimizing sequential decisions under measurement and forecasting uncertainty: Application to infrastructure inspection, maintenance and rehabilitation,” PhD Dissertation, Massachusetts Inst. of Tech., Cambridge, Mass.
10.
Madanat, S. (1992). “Optimal infrastructure management decisions under uncertainty.” Transp. Res. C, (to be published).
11.
Ramaswamy, R. (1989). “Estimation of latent pavement performance from damage measurements,” PhD Dissertation, Massachusetts Inst. of Tech., Cambridge, Mass.
12.
Ramaswamy, R., and Ben‐Akiva, M. (1990). “Estimation of highway pavement deterioration from in‐service pavement data.” Transp. Res. Record, 1272, 96–106.
13.
Shahin, M. Y., and Kohn, S. D. (1981). “Pavement maintenance for roads and parking lots.” Tech. Report M‐294, Construction Engrg. Res. Lab., U.S. Army Corps of Engineers, Champaign, IL.
14.
Smallwood, R. and Sondik, E. (1973). “The optimal control of partially observable Markov processes over a finite horizon.” Operations Res., 21, 1071–1088.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 119Issue 1January 1993
Pages: 43 - 58

History

Received: Oct 23, 1990
Published online: Jan 1, 1993
Published in print: Jan 1993

Permissions

Request permissions for this article.

Authors

Affiliations

Moshe Ben‐Akiva
Prof., Dept. of Civ. Engrg., Massachusetts Inst. of Tech., Cambridge, MA 02139
Frannie Humplick
Infrastructure Systems Analyst, Infrastructure and Urban Development Dept., The World Bank, Washington, D.C.
Samer Madanat
Asst. Prof., School of Civ. Engrg., Purdue Univ., West Lafayette, IN 47907
Rohit Ramaswamy
Member of Tech. Staff, AT&T Bell Labs., Holmdel, NJ 07733

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