Towards data mining based decision support in manufacturing maintenance

Kanika Gandhi; Bernard Schmidt; Amos H.C. Ng

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Towards data mining based decision support in manufacturing maintenance

机译：寻求制造维护中基于数据挖掘的决策支持

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The current work presents a decision support system architecture for evaluating the features representing the health status to predict maintenance actions and remaning useful life of component. The evaluation is possible through pattern analysis of past and current measurements of the focused research components. Data mining visualization tools help in creating the most suitable patterns and learning insights from them. Estimations like features split values or measurement frequency of the component is achieved through classification methods in data mining. This paper presents how the quantitative results generated from data mining can be used to support decision making of domain experts.

机译：当前的工作提出了一种决策支持系统架构，用于评估代表健康状态的功能，以预测维护措施并保留部件的使用寿命。通过对重点研究内容的过去和当前测量值进行模式分析，可以进行评估。数据挖掘可视化工具可帮助创建最合适的模式并从中学习见解。像特征分割值或组件的测量频率这样的估计是通过数据挖掘中的分类方法来实现的。本文介绍了如何将数据挖掘产生的定量结果用于支持领域专家的决策。

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《Procedia CIRP》 |2018年第5apartab期|共5页
作者
Kanika Gandhi; Bernard Schmidt; Amos H.C. Ng;
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1. INTEGRATING DATA MINING AND DECISION SUPPORT THROUGH DATA MINING BASED DECISION SUPPORT SYSTEM [J] . ROK RUPNIK, MATJAZ KUKAR, MARJAN KRISPER Journal of computer information systems . 2007,第3期

机译：通过基于数据挖掘的决策支持系统集成数据挖掘和决策支持
2. Providing Decision Support for the Condition-Based Maintenance of Circuit Breakers Through Data Mining of Trip Coil Current Signatures [J] . Scott M. Strachan, Stephen D. J. McArthur, Bruce Stephen, IEEE Transactions on Power Delivery . 2007,第1期

机译：通过跳闸线圈电流签名的数据挖掘为断路器的基于状态的维护提供决策支持
3. Providing Decision Support for the Condition-Based Maintenance of Circuit Breakers Through Data Mining of Trip Coil Current Signatures [J] . Scott M. Strachan, Stephen D. J. McArthur, Bruce Stephen, IEEE Transactions on Power Delivery . 2007,第期

机译：通过跳闸线圈电流签名的数据挖掘为断路器的基于状态的维护提供决策支持
4. Towards data mining based decision support in manufacturing maintenance [C] . Kanika Gandhi, Bernard Schmidt, Amos H. C. Ng CIRP Conference on Manufacturing Systems . 2018

机译：走向制造维护的数据挖掘决策支持
5. Fuzzy-granular based data mining for effective decision support in biomedical applications. [D] . He, Yuanchen. 2006

机译：基于模糊粒度的数据挖掘，可为生物医学应用提供有效的决策支持。
6. Patient clinical profiles associated with physician non-compliance despite the use of a guideline-based decision support system: a case study with OncoDoc2 using data mining techniques [O] . Brigitte Séroussi, Arnaud Soulet, Nizar Messai, 2012

机译：尽管使用基于指南的决策支持系统但与医生不依从相关的患者临床资料：使用数据挖掘技术的OncoDoc2案例研究
7. Towards data mining based decision support in manufacturing maintenance [O] . Kanika Gandhi, Bernard Schmidt, Amos H.C. Ng 2018

机译：走向制造维护的数据挖掘决策支持

Towards data mining based decision support in manufacturing maintenance

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