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    Bridge Maintenance Management Based on Routine Inspection Data: A Quantitative Approach

    Source: Journal of Bridge Engineering:;2025:;Volume ( 030 ):;issue: 002::page 04024111-1
    Author:
    Gaowei Xu
    ,
    Fae Azhari
    DOI: 10.1061/JBENF2.BEENG-6685
    Publisher: American Society of Civil Engineers
    Abstract: Mainstream bridge management systems use Markov chains of bridge condition ratings (CRs) to simulate temporal bridge health degradations and apply Markov decision processes to find optimal repair schemes. However, CR-based Markov models fail to consider the effect of structural age. Ongoing research aims to develop alternative models that incorporate the time factor, including multidimensional Markov models. In this study, bridge health degradation is described using a three-dimensional (3D) Markov model, and a corresponding condition-based bridge maintenance management framework is proposed. The proportional hazard model with a Weibull baseline hazard function translates the state of the 3D Markov model into a single hazard indicator for decision making. To demonstrate the proposed framework, concrete bridge decks were taken as the element of interest. The proposed management framework can provide time-variant decision thresholds, which outperform the CR-based Markov models in terms of information richness and total life-cycle costs. This paper also briefly discusses how to apply the proposed method to element-level inspection data.
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      Bridge Maintenance Management Based on Routine Inspection Data: A Quantitative Approach

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    http://yetl.yabesh.ir/yetl1/handle/yetl/4304182
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    contributor authorGaowei Xu
    contributor authorFae Azhari
    date accessioned2025-04-20T10:11:36Z
    date available2025-04-20T10:11:36Z
    date copyright11/26/2024 12:00:00 AM
    date issued2025
    identifier otherJBENF2.BEENG-6685.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4304182
    description abstractMainstream bridge management systems use Markov chains of bridge condition ratings (CRs) to simulate temporal bridge health degradations and apply Markov decision processes to find optimal repair schemes. However, CR-based Markov models fail to consider the effect of structural age. Ongoing research aims to develop alternative models that incorporate the time factor, including multidimensional Markov models. In this study, bridge health degradation is described using a three-dimensional (3D) Markov model, and a corresponding condition-based bridge maintenance management framework is proposed. The proportional hazard model with a Weibull baseline hazard function translates the state of the 3D Markov model into a single hazard indicator for decision making. To demonstrate the proposed framework, concrete bridge decks were taken as the element of interest. The proposed management framework can provide time-variant decision thresholds, which outperform the CR-based Markov models in terms of information richness and total life-cycle costs. This paper also briefly discusses how to apply the proposed method to element-level inspection data.
    publisherAmerican Society of Civil Engineers
    titleBridge Maintenance Management Based on Routine Inspection Data: A Quantitative Approach
    typeJournal Article
    journal volume30
    journal issue2
    journal titleJournal of Bridge Engineering
    identifier doi10.1061/JBENF2.BEENG-6685
    journal fristpage04024111-1
    journal lastpage04024111-11
    page11
    treeJournal of Bridge Engineering:;2025:;Volume ( 030 ):;issue: 002
    contenttypeFulltext
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