Probabilistic Segment-linked Pavement Management Optimization Model
Publication: Journal of Transportation Engineering
Volume 128, Issue 6
Abstract
Pavement management systems (PMSs) are increasingly important tools in the decision-making processes regarding the maintenance and rehabilitation of road pavements. A new optimization model to be used within network-level PMSs is presented in this paper, together with a genetic-algorithm heuristic to solve the model. The model assumes decisions to be segment linked, thus overcoming the principal drawback of the widely used Arizona PMS. The objective of the model is to minimize the expected total discounted costs of pavement maintenance and rehabilitation actions over a given planning time span, while keeping the network within given quality standards. The model was applied to three test problems involving the road network of Coimbra, the third-largest Portuguese city. The results obtained for these problems clearly indicate that the model is a valuable addition to the road engineer’s toolbox.
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References
Ang, A. H.-S., and Tang, W. H. (1975). Probability concepts in engineering planning and design, Vol. II, Wiley, New York.
Autret, P., and Brousse, J. L. (1991). “VIZIR—Méthode Assistée par Ordinateur pour l’Estimation des Besoins en Entretien d’un Réseau Routier.” Rep., Laboratoire Central de Ponts et Chaussées, Paris.
Chan, W. T., Fwa, T. F., and Tan, C. Y.(1994). “Road maintenance planning using genetic algorithms. I: Formulation.” J. Transp. Eng., 120(5), 693–709.
Ferreira, A. (1996). “SIGPAV—Sistema de Informação Geográfica aplicado na Gestão da Conservação da Rede Rodoviária Municipal: Aplicação à Rede Rodoviária de Coimbra.” MSc dissertation, Univ. of Coimbra, Coimbra, Portugal.
Ferreira, A. (1998). “SIGPAV—Sistema de gestão da conservação da rede rodoviária com recurso à tecnologia dos sistemas de informação geográfica.” Ingenium, 28, 64–68.
Ferreira, A., Antunes, A., and Picado-Santos, L. (1999). “A genetic-algorithm heuristic for probabilistic segment-linked pavement management systems.” Working Paper 10/1999, Civil Engineering Dept., Univ. of Coimbra, Coimbra, Portugal.
Fwa, T. F., Chan, W. T., and Tan, C. Y.(1996). “Genetic-algorithm programming of road maintenance and rehabilitation.” J. Transp. Eng., 122(3), 246–253.
Fwa, T. F., and Sinha, K. C.(1986). “Routine maintenance and pavement performance.” J. Transp. Eng., 112(4), 329–344.
Fwa, T. F., Sinha, K. C., and Riverson, J. D. N.(1988). “Highway routine maintenance programming at network level.” J. Transp. Eng., 114(5), 539–554.
Fwa, T. F., Tan, C. Y., and Chan, W. T.(1994). “Road maintenance planning using genetic algorithms. II: Analysis.” J. Transp. Eng., 120(5), 710–722.
Golabi, K., Kulkarni, R. B., and Way, G. B.(1982). “A statewide pavement management system.” Interfaces, 12(6), 5–21.
Goldberg, D. E. (1989). Genetic algorithms in search, optimization and machine learning, Addison-Wesley, Reading, Mass.
Holland, J. H. (1975). Adaptation in natural and artificial systems, University of Michigan Press, Ann Arbor, Mich.
Liu, F., and Wang, K. (1996). “Pavement performance-oriented network optimization system.” Transportation Research Record 1524, Transportation Research Board, Washington, D.C., 86–93.
Markow, M. J.(1995). “Highway management systems: State of the art.” J. Infrastruct. Syst., 1(3), 186–191.
Mbwana, J. R., and Turnquist, M. A. (1996). “Optimization modeling for enhanced network-level pavement management system.” Transportation Research Record 1524, Transportation Research Board, Washington, D.C., 76–85.
Michalewicz, Z. (1996). Genetic algorithms+data structures=evolution programs, Springer, Berlin.
Mitchell, M. (1996). Introduction to genetic algorithms, MIT Press, Cambridge, Mass.
Thompson, P. D. (1994). “Making optimization practical in pavement management systems.” Proc., 3rd Int. Conf. on Managing Pavements, Vol. 2, Transportation Research Board, Washington, D.C., 184–189.
Wang, K. (1992). “Pavement network optimization and analysis.” PhD dissertation, Arizona State Univ., Tempe, Ariz.
Wang, K., and Liu, F.(1997). “A fuzzy set based and performance oriented pavement network optimization system.” J. Infrastruct. Syst., 3(4), 154–159.
Wang, K., and Zaniewski, J.(1996). “20/30 hindsight: The new pavement optimization in the Arizona state highway network.” Interfaces, 26(3), 77–89.
Wang, K., Zaniewski, J., and Delton, J. (1994). “Analysis of Arizona Department of Transportation’s new pavement network optimization system.” Transportation Research Record 1455, Transportation Research Board, Washington, D.C., 91–100.
Wolsey, L. (1998). Integer programming, Wiley, New York.
XPRESS-MP release 10 user guide and reference manual. (1997). Dash Associates, Blisworth, U.K.
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Copyright © 2002 American Society of Civil Engineers.
History
Received: Mar 22, 2000
Accepted: Dec 19, 2001
Published online: Oct 15, 2002
Published in print: Nov 2002
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