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PT01. Prognostics and systems health management within the Internet of Things

机译:PT01。物联网中的预测和系统健康管理

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摘要

Prognostics and health management is a method within the concepts of the Internet of Things, that permits the assessment of a system under its actual application conditions. It integrates sensor data with models that enable in-situ assessment of the “health” (e.g. deviation or degradation) of a system from an expected normal operating condition and also predicts the future state of the system based on current and historic conditions. This presentation discusses some methods used for anomaly detection and prognostics, including the monitoring and reasoning of parameters that are precursors to impending “failure”, such as shifts in performance parameters; and the modeling of stress and damage utilizing life cycle loads (e.g., usage, temperature, vibration, radiation). Examples of implementation methods and results are given.
机译:预测和健康管理是物联网概念中的一种方法,它允许在实际应用条件下评估系统。它将传感器数据与模型集成在一起,这些模型可以根据预期的正常运行状况对系统的“健康状况”(例如,偏离或退化)进行就地评估,并且还可以基于当前和历史状况来预测系统的未来状态。本演讲讨论了用于异常检测和预测的一些方法,包括监视和推理可能发生“故障”的先决条件,例如性能参数的变化;并利用生命周期负载(例如,用法,温度,振动,辐射)对应力和破坏进行建模。给出了实现方法和结果的示例。

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