Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator

执行机构 转速 控制理论(社会学) 故障检测与隔离 计算机科学 滤波器(信号处理) 断层(地质) 流离失所(心理学) 工程类 人工智能 机械工程 地质学 控制(管理) 心理治疗师 地震学 心理学 计算机视觉
作者
Yongling Fu,Yuxuan Ma,Zhenyu Gou,Tuanhui Guo,Junhao Liu,ZHAO JIAN-GAO
出处
期刊:Journal of Visualized Experiments [MyJOVE]
卷期号: (188)
标识
DOI:10.3791/63575
摘要

The electro-hydrostatic actuator (EHA) is a promising actuating apparatus used in flight control systems for more electric aircraft (MEA) due to its high power density and low maintenance. Since the reliability of the system decreases with increasing complexity, fault detection is becoming increasingly important. In this paper, an adaptive filter was designed based on a normalized least mean square (NLMS) algorithm, which could identify the resistance of the motor windings online to detect electrical faults in the EHA. Additionally, based on the analytical relationship between rotational speed and displacement, a rotational speed estimation method was designed. By comparing the actual rotational speed with the estimated one, hydraulic faults could be detected. To verify the efficacy of the aforementioned method, software was applied for the modeling and simulations, which included fault injection and detection. On this basis, an experimental platform was built and then subjected to a series of validation experiments. The results indicate that the fault detection method has the potential to detect electrical and hydraulic faults in an EHA.

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