Maintenance optimization of infrastructure networks using genetic algorithms

Automation in Construction

Volumn 14, Issue 1, 2005, Pages 129-142

  Morcous, G ^a   Lounis, Z ^b  

^a ACADIA UNIVERSITY   (Canada)

^b NATIONAL RESEARCH COUNCIL CANADA   (Canada)

Author keywords

Concrete deck; Genetic algorithm; Infrastructure management; Maintenance optimization; Markov chain

Indexed keywords

BRIDGE DECKS; CONCRETE BRIDGES; COSTS; GENETIC ALGORITHMS; LIFE CYCLE; MARKOV PROCESSES; MATHEMATICAL MODELS; OPTIMIZATION;

CONCRETE DECKS; INFRASTRUCTURE MANAGEMENT; MAINTENANCE OPTIMIZATION; MARKOV CHAIN MODELS;

MAINTENANCE;

EID: 10444239385     PISSN: 09265805     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.autcon.2004.08.014     Document Type: Article

References (28)

1. J.L. Bogdanoff, A new cumulative damage model: Part I, Journal of Applied Mechanics 45 (2) (1978) 246-250.
2. P.D. Cady, R.E. Weyers, Deterioration rates of concrete bridge decks, Journal of Transportation Engineering, ASCE 110 (1) (1984) 34-44.
3. P. Chong, S. Zak, An Introduction to Optimization, John Wiley & Sons, New York, 2001.
4. A. Ferreira, A. Antunes, L. Picado-Santos, Probabilistic segment-linked pavement management optimization model, Journal of Transportation Engineering, ASCE 128 (6) (2002) 568-577.
5. T.F. Fwa, W.T. Chan, K.Z. Hoque, Multiobjective optimization for pavement maintenance programming, Journal of Transportation Engineering, ASCE 126 (5) (2000) 367-374.
6. T.F. Fwa, W.T. Chan, C.Y. Tan, Genetic algorithm programming of road maintenance and rehabilitation, Journal of Transportation Engineering, ASCE 122 (3) (1996) 246-253.
7. T.F. Fwa, C.Y. Tan, W.T. Chan, Road-maintenance planning using genetic algorithms II: analysis, Journal of Transportation Engineering, ASCE 120 (5) (1994) 710-722.
8. M. Gen, R. Cheng, Genetic Algorithms and Engineering Optimization, John Wiley & Sons, NY, 2000.
9. K. Golabi, R. Shepard, Pontis: a system for maintenance optimization and improvement of US Bridge Networks, Interfaces 27 (1997) 71-88.
10. K. Golabi, R. Kulkarni, G. Way, A statewide pavement management system, Interfaces 12 (6) (1982) 5-21.
11. D.E. Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley Publishing, New York, 1989.
12. J. Holland, Genetic Algorithms, Scientific American, July, 1972.
13. Y. Itoh, H. Nagata, C. Liu, K. Nishikawa, Comparative study of optimized and conventional bridges: life cycle cost and environmental impact, First Workshop on Life-Cycle Cost Analysis and Design of Civil Infrastructure Systems, ASCE, Honolulu, Hawaii, August, 2000.
14. Y. Jiang, K.C. Sinha, A dynamic optimization model for bridge management systems, Transportation Research Record, TRB 1211 (1988) 92-100.
15. C. Liu, A. Hammad, Y. Itoh, Maintenance strategy optimization of bridge decks using genetic algorithm, Journal of Transportation Engineering, ASCE 123 (2) (1997) 91-100.
16. Z. Lounis, Reliability-based life prediction of aging concrete bridge decks, Life Prediction and Aging Management of Concrete Structures, RILEM Publications, 2000, pp. 229-238.
17. Z. Lounis, M.S. Mirza, Reliability-based service life prediction of deteriorating concrete structures, Proc. of the 3rd International Conference on Concrete Under Severe Conditions, Vancouver, Canada, 2001, pp. 965-972.
18. S. Madanat, R. Mishalani, W.H.W. Ibrahim, Estimation of infrastructure transition probabilities from condition rating data, Journal of Infrastructure Systems, ASCE 1 (2) (1995) 120-125.
19. M.J. Markow, W.S. Balta, Optimal Rehabilitation Frequencies for Highway Pavements, TRB, Transportation Research Record 1035 (1985) 31-42.
20. Ministére des Transports du Québec (MTQ), Manuel d'Inspection des Structures: Evaluation des Dommages, Bibliothè que Nationale du Québec, Gouvernement du Québec, Canada, 1995.
21. Ministére des Transports du Québec (MTQ), Manuel de l'Usage du Système de Gestion des Structures SGS-5016, Bibliothèque Nationale du Québec, Gouvernement du Québec, Canada, 1997.
22. A. Miyamoto, K. Kawamura, H. Makamura, Bridge management system and maintenance optimization for existing bridges, Computer-Aided Civil and Infrastructure Engineering 15 (2000) 45-55.
23. G. Morcous, Z. Lounis, S.M. Mirza, Identification of environmental categories for Markovian deterioration models of bridge decks, Journal of Bridge Engineering, ASCE 8 (6) (2003) 353-361.
24. E. Parzen, Stochastic Processes, Holden Day, San Francisco, CA, 1962.
25. S. Rajeev, C.S. Krishnamoorthy, Discrete optimization of structures using genetic algorithms, Journal of Structural Engineering, ASCE 118 (5) (1992) 1233-1250.
26. P.D. Thompson, R.W. Shepard, Pontis, Transportation Research Circular, TRB 324 (1994) 35-42.
27. R. Wirahadikusumah, D. Abraham, T. Iseley, Challenging issues in modeling deterioration of combined sewers, Journal of Infrastructure Systems, ASCE 7 (2) (2001) 77-84.
28. Y. Xiong, J. Schneider, Transportation network design using a cumulative genetic algorithm and neural networks, Transportation Research Record, TRB 1364 (1992) 37-44.