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    Optimization-Based Decision-Making Approach for Incorporating the Length Constraint of Preventive Maintenance into Pavement Maintenance and Rehabilitation Planning

    Source: Journal of Transportation Engineering, Part B: Pavements:;2022:;Volume ( 148 ):;issue: 004::page 04022050
    Author:
    Feng Xiao
    ,
    Shunxin Yang
    ,
    Jianchuan Cheng
    DOI: 10.1061/JPEODX.0000391
    Publisher: ASCE
    Abstract: Most existing pavement maintenance and rehabilitation (M&R) decision-making approaches ignore the length constraint of preventive maintenance (PM). This study proposed a practical optimization-based decision-making approach that incorporates the length constraint of PM. For the current popular bottom-up decision-making approach, incorporating the length constraint of PM will cause its solution methods (i.e., evolutionary algorithms) to fail. Therefore, this study developed a sliding-window random repair (SWRR) method based on repair methods and sliding-window methods. The SWRR method was inserted into the evolutionary algorithm (i.e., genetic algorithm) of a two-stage bottom-up approach to solve this dilemma. That is, the proposed decision-making approach is composed of the SWRR method and the two-stage bottom-up approach. A parametric study showed that the M&R decision-making plan recommended by the proposed approach was less expensive than the actual engineering plan, but the achieved performance was 5.7% higher. The results prove that the proposed approach can indeed solve the dilemma caused by the length constraint of PM and produce a better decision-making plan.
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      Optimization-Based Decision-Making Approach for Incorporating the Length Constraint of Preventive Maintenance into Pavement Maintenance and Rehabilitation Planning

    URI
    http://yetl.yabesh.ir/yetl1/handle/yetl/4287946
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    • Journal of Transportation Engineering, Part B: Pavements

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    contributor authorFeng Xiao
    contributor authorShunxin Yang
    contributor authorJianchuan Cheng
    date accessioned2022-12-27T20:45:45Z
    date available2022-12-27T20:45:45Z
    date issued2022/12/01
    identifier otherJPEODX.0000391.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4287946
    description abstractMost existing pavement maintenance and rehabilitation (M&R) decision-making approaches ignore the length constraint of preventive maintenance (PM). This study proposed a practical optimization-based decision-making approach that incorporates the length constraint of PM. For the current popular bottom-up decision-making approach, incorporating the length constraint of PM will cause its solution methods (i.e., evolutionary algorithms) to fail. Therefore, this study developed a sliding-window random repair (SWRR) method based on repair methods and sliding-window methods. The SWRR method was inserted into the evolutionary algorithm (i.e., genetic algorithm) of a two-stage bottom-up approach to solve this dilemma. That is, the proposed decision-making approach is composed of the SWRR method and the two-stage bottom-up approach. A parametric study showed that the M&R decision-making plan recommended by the proposed approach was less expensive than the actual engineering plan, but the achieved performance was 5.7% higher. The results prove that the proposed approach can indeed solve the dilemma caused by the length constraint of PM and produce a better decision-making plan.
    publisherASCE
    titleOptimization-Based Decision-Making Approach for Incorporating the Length Constraint of Preventive Maintenance into Pavement Maintenance and Rehabilitation Planning
    typeJournal Article
    journal volume148
    journal issue4
    journal titleJournal of Transportation Engineering, Part B: Pavements
    identifier doi10.1061/JPEODX.0000391
    journal fristpage04022050
    journal lastpage04022050_12
    page12
    treeJournal of Transportation Engineering, Part B: Pavements:;2022:;Volume ( 148 ):;issue: 004
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
    نرم افزار کتابخانه دیجیتال "دی اسپیس" فارسی شده توسط یابش برای کتابخانه های ایرانی | تماس با یابش
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