模糊方法在传动系统故障分析中的应用

Dilbagh Panchal, Umesh Jamwal, P. Srivastava, Kushal Kamboj, Rohit Sharma
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引用次数: 28

摘要

本研究的目的是提出一种基于模糊方法的塔塔重型商用车传动系统失效分析集成框架。在失效分析中,应用失效模式效应分析(FMEA)方法,根据系统的风险优先级数(RPN)对系统的关键部件进行识别。基于RPN分数的关键组件的识别会给系统分析师带来困惑,因为在相同的RPN分数下很难分配适当的风险优先级。另外,假定故障发生概率(of)、严重程度(S)、未检测概率(Od)三者之间的重要性相同,但在实际应用中,三者之间存在相对重要性。因此,为了克服FMEA方法的这些局限性,应用了模糊决策系统(FDMS)和灰色关联分析(GRA)方法。将得到的排序结果进行比较,以便对有风险的部件做出更好、更智能的决策,并将结果进一步提供给所考虑系统的维修管理/可靠性工程师,以便相应地规划和实施合适的维修策略。
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Fuzzy methodology application for failure analysis of transmission system
The aim of this research work is to propose a fuzzy methodology-based integrated framework for the failure analysis of the transmission system of the TATA Company-made heavy commercial vehicle. Under the failure analysis failure mode effect analysis (FMEA) approaches has been applied and the critical components of the considered system were identified on the basis of their risk priority number (RPN). The identification of critical components on the basis of RPN score results in confusion to system analyst as it becomes difficult to allocate appropriate risk priorities under same RPN scores. Also, importance among the probability of occurrence of failure (Of), severity (S), probability of non-detection (Od) are assumed to be of same importance, however, in real practical application there exists relative importance among these three factors. Therefore, to overcome such types of limitations of FMEA approach a fuzzy decision making system (FDMS) and grey relation analysis (GRA) approaches were applied. The ranking results so obtained were compared for better and intelligent decision making of risky components and the results were further supplied to maintenance management/reliability engineer of the considered system for planning and implementing the suitable maintenance policy accordingly.
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