A Framework of an Intelligent Maintenance Prognosis Tool

S. A. Asmai, B. Hussin, M. M. Yusof
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引用次数: 21

Abstract

The technology of prognosis has become a significant approach but its implementation in maintenance has a major extension. The ability prognosis in the medical area has been established to estimate the future of human health. However, in maintenance, application of prognosis is not yet seen as a practical use for making better maintenance decision. To date, research in this area has been done in proposing prognosis techniques or model but leaving the implementation of prognosis as their future work. In this paper, an overview of prognosis in maintenance is presented. By using the data-driven approach, a framework for implementing of an intelligent maintenance prognosis tool is introduced. The framework utilizes the existing equipment operating performance data in the industry for prognosis process. Next, the framework combines the ability of prognosis in estimating remaining useful life (RUL) of equipment with the maintenance action knowledge to generate a well-received maintenance plan.
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一种智能维护预测工具框架
预后技术已成为重要的治疗手段,但其在维护中的实施仍有很大的延伸。建立了医学领域的能力预测,用以预测人类健康的未来。然而,在维修中,预后的应用尚未被视为更好的维修决策的实际用途。迄今为止,该领域的研究主要是提出预后技术或模型,而预后的实施仍是未来的工作。本文对维修中的预后进行了综述。采用数据驱动的方法,提出了智能维修预测工具的实现框架。该框架利用行业现有设备运行性能数据进行预测。其次,该框架将预测设备剩余使用寿命(RUL)的能力与维护行动知识相结合,生成一个良好的维护计划。
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