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Robust Fault Detection and Estimation of Sensor Fault for Closed-loop Control Systems

机译:闭环控制系统的鲁棒故障检测和传感器故障估计

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摘要

This paper presents a robust fault detection and estimation (RFDE) scheme exclusively for the feedback sensor of closed-loop dynamic systems. An unknown input observer (UIO) is used to generate robust residuals to minimize the effects of disturbance on the RFDE accuracy. Different from other UIOs, this UIO uses the output of feedback controller and a virtual system output instead of the actual sensor measurement as the inputs to generate sensitive residuals in the presence of feedback sensor fault. To further improve the accuracy of fault estimation, a model-based compensation is also employed to modify the estimated real-time residuals, which possess a specific physical meaning and the modified residuals can be used to identify the fault parameter. A case study of electrohydraulic servo control system is conducted to illustrate the proposed RFDE scheme. Results show that in the presence of random vibration, the proposed method can detect the sensor fault accurately and timely during the steady-state stage of closed-loop system. Meanwhile, the fault parameter estimation has a high accuracy, with no more than ±2.64% when the sensor gain varies within ±20%, which demonstrates the validity of the proposed RFDE scheme.
机译:本文提出了一种鲁棒的故障检测和估计(RFDE)方案,专门用于闭环动态系统的反馈传感器。未知输入观测器(UIO)用于生成鲁棒的残差,以最大程度地减少干扰对RFDE精度的影响。与其他UIO不同,此UIO使用反馈控制器的输出和虚拟系统输出,而不是实际的传感器测量值作为输入,以在存在反馈传感器故障时生成敏感的残差。为了进一步提高故障估计的准确性,还采用基于模型的补偿来修改估计的实时残差,该残差具有特定的物理意义,并且修改后的残差可以用于识别故障参数。以电液伺服控制系统为例,说明了所提出的RFDE方案。结果表明,在存在随机振动的情况下,该方法可以在闭环系统稳态阶段准确,及时地检测出传感器故障。同时,故障参数估计具有较高的精度,当传感器增益在±20%范围内变化时,故障参数估计不超过±2.64%,这证明了所提出的RFDE方案的有效性。

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