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METHOD AND APPARATUS FOR DIAGNOSIS OF SENSORS FAULTS USING ADAPTIVE FUZZY LOGIC

机译:自适应模糊逻辑的传感器故障诊断方法及装置

摘要

A method for monitoring the sensors in a vehicle control system. The method includes identifying a plurality of potential faults, identifying a plurality of measured values, and identifying a plurality of estimated values based on models in the control system. The method further includes identifying a plurality of residual error values as the difference between the estimated values and the measured values. The method also defines a plurality of fuzzy logic membership functions for each residual error value. The fuzzy logic membership functions are adaptive in that they change depending on the vehicle operating region, i.e., the non-linearity level of the vehicle, and the vehicle operating conditions, i.e., steady state verses transients. A degree of membership value is determined for each residual error value based on the membership functions. The degree of membership values are then analyzed in a fuzzy logic reasoning system to determine whether a potential fault exists.
机译:一种用于监视车辆控制系统中的传感器的方法。该方法包括基于控制系统中的模型来识别多个潜在故障,识别多个测量值以及识别多个估计值。该方法还包括将多个残余误差值识别为估计值和测量值之间的差。该方法还为每个残余误差值定义了多个模糊逻辑隶属函数。模糊逻辑隶属函数是自适应的,因为它们根据车辆工作区域即车辆的非线性水平以及车辆工作条件即稳态相对于瞬变而变化。基于隶属度函数为每个残差值确定隶属度的值。然后在模糊逻辑推理系统中分析隶属度值,以确定是否存在潜在故障。

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