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Modeling of Decision Making Process for Product Service Failure Diagnosis

机译:产品服务故障诊断的决策过程建模

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Product malfunctions in service are addressed by service centres that diagnose the problem and make decisions on component repair or replacement actions. Feedback in the form of service centre performance in diagnosing and reparing product service failures is an important indicator of percentage of ‘First-Time-Right’ repairs, which can be improved by analytical modeling of decision making process related to fault diagnosis and repairs done by best service centres. This research proposes to develop a analytical model of service centres’ decision making process as IF-THEN decision rules which link repair actions with product pedigree. The proposed analytical model is based on Rough Sets theory and identifies decision rules which give statistically significant association between product pedigree and repair actions. Analysing the decision making process of service centres is important in developing pre-alerting fault diagnostic rules, recommending best practice diagnoses and sending feedback to OEM for potential changes in design and manufacturing. A case study from automotive warranty demonstrates the methodology.
机译:服务中的产品故障由服务中心解决,该服务中心诊断问题并就组件维修或更换措施做出决定。服务中心在诊断和修复产品服务故障中表现出来的形式的反馈是“首次维修”维修百分比的重要指标,可以通过对与故障诊断和维修相关的决策过程进行分析建模来改进最好的服务中心。这项研究建议开发一种服务中心的决策过程分析模型,作为IF-THEN决策规则,将维修措施与产品血统联系起来。所提出的分析模型基于粗糙集理论,并确定了决策规则,这些规则给出了产品血统和维修措施之间的统计显着关联。分析服务中心的决策过程对于制定预警前的故障诊断规则,推荐最佳实践诊断并向OEM发送反馈,以进行设计和制造方面的潜在变化至关重要。汽车保修的案例研究证明了该方法。

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