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Inductive Monitoring System Based Fault Detection for Liquid-Propellant Rocket Engines

机译:基于电感监测系统基于液体推进式火箭发动机的故障检测

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The ability of in-time, real-time and reliable fault detection is essential for liquid-propellant rocket engine to monitor its working status. Inductive Monitoring System (IMS) is a data-mining based real-time fault detection method. This paper studies the problem that how to reduce the high false alarm rate when IMS is applied to monitor the system during trials or flights. It is found that the order of sample data and outliers of test data contribute a lot to the high false alarm rate. To reduce the interference evoked by the order of sample data and outliers of test data, an improved IMS method is proposed by rescheduling the sample data and processing outliers that may occur during the monitoring process. Simulation is performed to show that the improved IMS in this paper can decrease the false alarm rate while ensuring timeliness, reliability and accuracy of fault detection.
机译:适时,实时和可靠的故障检测的能力对于液体推进剂火箭发动机是必不可少的,以监测其工作状态。归纳监控系统(IMS)是一种基于数据挖掘的实时故障检测方法。本文研究了如何在应用IMS在试验或航班期间监控系统时如何降低高误报率的问题。发现测试数据的样本数据和异常值的顺序为高误报率贡献了很多。为了减少通过测试数据的样本数据和异常值的顺序引起的干扰,通过重新安排在监视过程中可能发生的示例数据和处理异常来提出改进的IMS方法。进行仿真以表明本文的改进IMS可以降低误报率,同时确保故障检测的及时性,可靠性和准确性。

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