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    Valuation of Continuous Monitoring Systems for Engineering System Design in Recurrent Maintenance Decision Scenarios

    Source: Journal of Mechanical Design:;2022:;volume( 144 ):;issue: 009::page 91702
    Author:
    Liu, Xinyang;Wang, Pingfeng
    DOI: 10.1115/1.4054493
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Condition monitoring plays a crucial role in improving system failure resilience, preventing tragic consequences brought by unexpected system failure events, and saving the consequential high operation and maintenance costs. Continuous condition monitoring systems have been applied to diversified engineering systems for well-informed operational decision-makings. Although research has been devoted to predicting system states using the continuous data flow, there still lacks a systematic decision-making framework for system designers to assess the value of such monitoring systems at the design stage therefore making system design decisions on adopting monitoring systems to maximize the benefits. This paper constructs such a decision-making framework based on the value of information, with which system designers can evaluate expected operation cost reductions under specific operation modes considering the effectiveness of continuous monitoring systems in predicting system failures. Two case studies on a battery energy storage system and a mechanical system, respectively, are employed to illustrate the value evaluation of the monitoring information and the system maintenance process with the aid of different prognostic results based on the monitoring data. Case study results show that the value of monitoring systems will be influenced by the deviation among the equipment group, the accuracy of system-state prediction, and different types of costs involved in the operating process. The adjustment of maintenance actions based on monitoring and prognosis information will help improve the value of monitoring systems.
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      Valuation of Continuous Monitoring Systems for Engineering System Design in Recurrent Maintenance Decision Scenarios

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    http://yetl.yabesh.ir/yetl1/handle/yetl/4288325
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    contributor authorLiu, Xinyang;Wang, Pingfeng
    date accessioned2022-12-27T23:17:52Z
    date available2022-12-27T23:17:52Z
    date copyright6/13/2022 12:00:00 AM
    date issued2022
    identifier issn1050-0472
    identifier othermd_144_9_091702.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4288325
    description abstractCondition monitoring plays a crucial role in improving system failure resilience, preventing tragic consequences brought by unexpected system failure events, and saving the consequential high operation and maintenance costs. Continuous condition monitoring systems have been applied to diversified engineering systems for well-informed operational decision-makings. Although research has been devoted to predicting system states using the continuous data flow, there still lacks a systematic decision-making framework for system designers to assess the value of such monitoring systems at the design stage therefore making system design decisions on adopting monitoring systems to maximize the benefits. This paper constructs such a decision-making framework based on the value of information, with which system designers can evaluate expected operation cost reductions under specific operation modes considering the effectiveness of continuous monitoring systems in predicting system failures. Two case studies on a battery energy storage system and a mechanical system, respectively, are employed to illustrate the value evaluation of the monitoring information and the system maintenance process with the aid of different prognostic results based on the monitoring data. Case study results show that the value of monitoring systems will be influenced by the deviation among the equipment group, the accuracy of system-state prediction, and different types of costs involved in the operating process. The adjustment of maintenance actions based on monitoring and prognosis information will help improve the value of monitoring systems.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleValuation of Continuous Monitoring Systems for Engineering System Design in Recurrent Maintenance Decision Scenarios
    typeJournal Paper
    journal volume144
    journal issue9
    journal titleJournal of Mechanical Design
    identifier doi10.1115/1.4054493
    journal fristpage91702
    journal lastpage91702_12
    page12
    treeJournal of Mechanical Design:;2022:;volume( 144 ):;issue: 009
    contenttypeFulltext
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