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Prognostics and health management method for aging systems

机译:老化系统的预测和健康管理方法

摘要

The present invention provides a novel prognostic and health management method for natural aging systems. This prognostic and health management method can detect anomalies in a system in advance, and can determine whether the detected anomalies are due to natural aging or other aging processes. In this prognostic method, a moving window method for improving the performance of the conventional data-driven prognostic methods is described. This prognostic and health management method combines with the detections by the data-driven prognostic method based on the conventional training and moving window methods to determine whether the detected anomalies are due to natural aging or other aging processes and in so doing can reduce the number of false alarms; reduce cost of a system by decreasing the unnecessary maintenance, downtime, and inventory; can extend the life of systems; and can assist in the design and qualification of future systems to improve their reliability.
机译:本发明提供了一种用于自然衰老系统的新的预后和健康管理方法。这种预测和健康管理方法可以提前检测系统中的异常,并可以确定检测到的异常是由于自然老化还是其他老化过程引起的。在该预测方法中,描述了用于改善常规数据驱动的预测方法的性能的移动窗口方法。这种预测和健康管理方法与基于常规训练和移动窗口方法的数据驱动预测方法的检测相结合,以确定检测到的异常是由于自然老化还是其他老化过程引起的,这样可以减少错误警报;通过减少不必要的维护,停机时间和库存来降低系统成本;可以延长系统的寿命;并可以协助未来系统的设计和鉴定,以提高其可靠性。

著录项

  • 公开/公告号US2010191681A1

    专利类型

  • 公开/公告日2010-07-29

    原文格式PDF

  • 申请/专利权人 MICHAEL G. PECHT;SHUNFENG CHENG;

    申请/专利号US20100657249

  • 发明设计人 SHUNFENG CHENG;MICHAEL G. PECHT;

    申请日2010-01-15

  • 分类号G06F15/18;G06N5/02;

  • 国家 US

  • 入库时间 2022-08-21 18:53:07

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