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An Enhanced Evaluation Method of Sequential Probability Ratio Test

机译:顺序概率比检验的一种改进的评估方法

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摘要

Accurate event detection has high priority in many technical applications. Events in acquired data series, their duration, and statistical parameters provide useful information about the observed system and about its current state. This information can be used for condition monitoring, state identification, and many kinds of forecasting as well. In some cases background noise covers the events and simple threshold or power monitoring methods cannot be used effectively. A novel method called Scaled Sequential Probability Ratio Test (SSPRT) produces 2D array of data via special cumulative sum calculation. A peak determination algorithm has also been developed to find significant peaks and to store the corresponding data for further evaluation. The method provides straight information about the endpoints and possible duration of the detected events as well as shows their significance level. The new method also gives representative visual information about the structure of detected events. Application example for thermomechanical fatigue test monitoring and another for vibration based rotational speed estimation of a four-cylinder internal combustion engine is discussed in this paper.
机译:在许多技术应用中,准确的事件检测具有很高的优先级。采集的数据序列中的事件,事件的持续时间和统计参数可提供有关被观测系统及其当前状态的有用信息。此信息还可用于状态监视,状态识别以及多种预测。在某些情况下,背景噪声会覆盖事件,并且无法有效使用简单的阈值或功率监视方法。一种称为标度顺序概率比率测试(SSPRT)的新方法通过特殊的累积总和计算来生成2D数据数组。还开发了一种峰确定算法,以找到明显的峰并存储相应的数据以进行进一步评估。该方法提供有关端点和检测到的事件的可能持续时间的直接信息,并显示其显着性水平。新方法还提供有关检测到的事件的结构的代表性视觉信息。本文讨论了热机械疲劳试验监测的应用实例,以及基于振动的四缸内燃机转速估算的应用实例。

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  • 来源
    《Mathematical Problems in Engineering》 |2019年第7期|4724507.1-4724507.12|共12页
  • 作者单位

    Budapest Univ Technol & Econ Dept Mechatron Opt & Mech Engn Informat Muegyetem Rkp 3 H-1111 Budapest Hungary;

    Budapest Univ Technol & Econ Inst Nucl Tech Muegyetem Rkp 3 H-1111 Budapest Hungary;

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