基于仿真的双模块冗余电液执行器系统可靠性分析

M. Andreev, A. Kolesnikov, Uwe Grätz, J. Gundermann
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引用次数: 0

摘要

本文介绍了一种双模块冗余电液执行机构的故障检测系统。是与执行器并行运行并代表其理想行为的虚拟孪生体和使用传感器读数残余识别可能故障的数字孪生体的组合。基于仿真的系统可靠性分析有助于生成使用机器学习算法训练数字孪生的数据集。描述了一种基于决策树的系统故障检测方法和分析结果质量的过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Simulation-based system reliability analysis of electrohydraulic actuator with dual modular redundancy
This paper describes the failure detection system of an electro-hydraulic actuator with dual modular redundancy based on a concept. is a combination of virtual twin that operates in parallel with the actuator and represents its ideal behaviour, and a digital twin that identifies possible failures using the sensor readings residuals. Simulation-based system reliability analysis helps to generate a dataset for training the digital twin using machine learning algorithms. A systematic failure detection approach based on decision trees and the process of analysing the quality of the result is described.
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