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2012 | OriginalPaper | Buchkapitel

Preliminary Study on Bridge Health Prediction Using Dynamic Objective Oriented Bayesian Network (DOOBN)

verfasst von : Ruizi Wang, Lin Ma, Cheng Yan, Joseph Mathew

Erschienen in: Engineering Asset Management and Infrastructure Sustainability

Verlag: Springer London

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Abstract

The availability of bridges is crucial to people’s daily life and national economy. Bridge health predication plays an important role in bridge management because maintenance optimization is implemented based on prediction results of bridge deterioration. Conventional bridge deterioration models can be categorised into two groups, namely condition states models and structural reliability models. Optimal maintenance strategy should be carried out based on both condition states and structural reliability of a bridge. However, none of existing deterioration models considers both condition states and structural reliability. This study thus proposes a Dynamic Objective Oriented Bayesian Network (DOOBN) based method to overcome the limitations of the existing methods. This methodology has the ability to act upon as a flexible unifying tool, which can integrate a variety of approaches and information for better bridge deterioration prediction. Two demonstrative case studies are conducted to preliminarily justify the feasibility of the methodology.

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Literatur
1.
Zurück zum Zitat Austroads (2004) Guidelines for bridge management—structure information. Austroads, Inc, Sydney Austroads (2004) Guidelines for bridge management—structure information. Austroads, Inc, Sydney
2.
Zurück zum Zitat Morcous G, Rivard H, Hanna AM (2002) Modeling bridge deterioration using case-based reasoning. J Infrastruct Syst 8(3):86–95CrossRef Morcous G, Rivard H, Hanna AM (2002) Modeling bridge deterioration using case-based reasoning. J Infrastruct Syst 8(3):86–95CrossRef
3.
Zurück zum Zitat Attoh-Okine NO, Bowers S (2006) A bayesian belief network model of bridge deterioration. In: Proceedings of the ICE—bridge engineering Attoh-Okine NO, Bowers S (2006) A bayesian belief network model of bridge deterioration. In: Proceedings of the ICE—bridge engineering
4.
Zurück zum Zitat Kong JS, Frangopol DM (2005) Probabilistic optimization of aging structures considering maintenance and failure costs. J Struct Eng 131(4):600–616CrossRef Kong JS, Frangopol DM (2005) Probabilistic optimization of aging structures considering maintenance and failure costs. J Struct Eng 131(4):600–616CrossRef
5.
Zurück zum Zitat Frangopol DM, Das PC (1999) Management of bridge stocks based on future reliability and maintenance costs. In: Das PC, Frangopol DM, Nowak AS (eds) Current and future trends in bridge design, construction and maintenance. The Institution of Civil Engineering Thomas Telford, London Frangopol DM, Das PC (1999) Management of bridge stocks based on future reliability and maintenance costs. In: Das PC, Frangopol DM, Nowak AS (eds) Current and future trends in bridge design, construction and maintenance. The Institution of Civil Engineering Thomas Telford, London
6.
Zurück zum Zitat Jensen FM, Graven-Nielsen T (2007) Bayesian networks and decision graphs. Information science and statistics. Springer, New YorkMATHCrossRef Jensen FM, Graven-Nielsen T (2007) Bayesian networks and decision graphs. Information science and statistics. Springer, New YorkMATHCrossRef
7.
Zurück zum Zitat Weidl G, Madsen AL, Israelson S (2005) Applications of object-oriented Bayesian networks for condition monitoring, root cause analysis and decision support on operation of complex continuous processes. Comput Chem Eng 29(9):1996–2009CrossRef Weidl G, Madsen AL, Israelson S (2005) Applications of object-oriented Bayesian networks for condition monitoring, root cause analysis and decision support on operation of complex continuous processes. Comput Chem Eng 29(9):1996–2009CrossRef
8.
Zurück zum Zitat Johnson S et al (2009) An integrated Bayesian network approaches to Lyngbya majuscula bloom initiation. Mar Environ Res 69(1):27–37CrossRef Johnson S et al (2009) An integrated Bayesian network approaches to Lyngbya majuscula bloom initiation. Mar Environ Res 69(1):27–37CrossRef
9.
Zurück zum Zitat Estes AC (1997) A system reliability approach to the lifetime optimization of inspection and repair of highway bridges. University of Colorado at Boulder, Boulder, p 714 Estes AC (1997) A system reliability approach to the lifetime optimization of inspection and repair of highway bridges. University of Colorado at Boulder, Boulder, p 714
10.
Zurück zum Zitat Komp ME (1987) Atmospheric corrosion rating of weathering steel, calculations and significance. Mater Perform 26: 42–44 Komp ME (1987) Atmospheric corrosion rating of weathering steel, calculations and significance. Mater Perform 26: 42–44
11.
Zurück zum Zitat Morcous GSL (2000) Case-based reasoning for modeling bridge deterioration. Concordia University (Canada), Montreal, p 290 Morcous GSL (2000) Case-based reasoning for modeling bridge deterioration. Concordia University (Canada), Montreal, p 290
12.
Zurück zum Zitat Villemeur A (1992) Reliability, availability, maintainability and safety assessment: methods and techniques. In: Carier A, Lartisien MC (eds) Translated from French edition, 1991. Wiley, New York Villemeur A (1992) Reliability, availability, maintainability and safety assessment: methods and techniques. In: Carier A, Lartisien MC (eds) Translated from French edition, 1991. Wiley, New York
13.
Zurück zum Zitat Golabi K, Thompson PD, Hyman WA (1993) Pontis technical manual, in Tech. Rep. No. FHWA-SA-94-031. Optima Inc. and Cambridge Systematics, Inc., Cambridge Golabi K, Thompson PD, Hyman WA (1993) Pontis technical manual, in Tech. Rep. No. FHWA-SA-94-031. Optima Inc. and Cambridge Systematics, Inc., Cambridge
14.
Zurück zum Zitat Murphy KP (2002) Dynamic Bayesian networks, representation, inference and learning. University of California, Berkeley Murphy KP (2002) Dynamic Bayesian networks, representation, inference and learning. University of California, Berkeley
15.
Zurück zum Zitat Sianipar PRM, Adams TM (1997) Fault-tree model of bridge element deterioration due to interaction. J Infrastruct Syst 3(3):103–110CrossRef Sianipar PRM, Adams TM (1997) Fault-tree model of bridge element deterioration due to interaction. J Infrastruct Syst 3(3):103–110CrossRef
Metadaten
Titel
Preliminary Study on Bridge Health Prediction Using Dynamic Objective Oriented Bayesian Network (DOOBN)
verfasst von
Ruizi Wang
Lin Ma
Cheng Yan
Joseph Mathew
Copyright-Jahr
2012
Verlag
Springer London
DOI
https://doi.org/10.1007/978-0-85729-493-7_80

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