TECHNICAL PAPERS
Nov 1, 1992

Modeling Bridge Deterioration with Markov Chains

Publication: Journal of Transportation Engineering
Volume 118, Issue 6

Abstract

This paper describes methods for determining and utilizing Markov chains in the evaluation of highway bridge deterioration. Using a data base of 850 bridges in New York State, Markovian transition matrices (MTM) are first found for the overall bridge condition. Then, transition matrices are developed for the condition rating of individual bridge components (e.g., superstructures, decks, and piers). In each case, chains are determined for various types of construction. Also discussed is the modeling of correlated elements such as the primary structure and joint condition and the ability to determine the correlation for a set of data. The consequence of small data bases is discussed, and an explanation is offered for unexpected values of the transition probabilities. Finally examined is the use of Markovian analysis for predicting the evolution of the average condition rating of a set of bridges, and expected value of condition rating for a single bridge. Markov transition matrices are introduced to model the effects of repairs and to determine repair policies that will lead to constant average condition rating.

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References

1.
Bridge inspection manual.” (1982). New York State Dept. of Trans., Structures Design and Construction Div., New York, N.Y.
2.
Bridge inventory manual.” (1982). New York State Dept. of Trans., Structures Design and Construction Div., New York, N.Y.
3.
Gopal, S., and Majidzadeh, K. (1991). “Application of Markov decision process to level‐of‐service based maintenance systems.” TRB Annual Meeting, Transp. Res. Board, Nat. Res. Council, Washington, D.C.
4.
Jiang, Y., and Sinha, K. (1989). “Bridge service life prediction model using Markov chain.” Transportation Research Record 1223, Transp. Res. Board, Nat. Res. Council, Washington, D.C., 24–30.
5.
Karin, S., and Taylor, H. (1975). A first course in stochastic processes. 2nd Ed., Academic Press, New York, N.Y.
6.
McCalmont, D. (1990). “A Markovian model of bridge deterioration,” Bachelor of Science in Engineering thesis, Princeton University, Princeton, N.J.

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Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 118Issue 6November 1992
Pages: 820 - 833

History

Published online: Nov 1, 1992
Published in print: Nov 1992

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Authors

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Mark A. Cesare
15 Blackberry Hill, Brewster, NY 10509; formerly Res. Asst., Dept. of Civ. Engrg., Polytechnic Univ.
Carlos Santamarina, Associate Members, ASCE
Assoc. Prof., Dept. of Civ. Engrg., Univ. of Waterloo, Ontario, Canada, N2L‐3G1
Carl Turkstra
Pres., Turkstra Lumber, Stoney Creek, Ontario, Canada, L8E‐2B3
Erik H. Vanmarcke, Members, ASCE
Prof., Civ. Engrg., Princeton Univ., Princeton, NJ 08544

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