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Method and apparatus for providing a virtual age estimation for remaining lifetime prediction of a system using neural networks

机译:用于使用神经网络为系统的剩余寿命预测提供虚拟年龄估计的方法和装置

摘要

A method for providing a virtual age estimation for predicting the remaining lifetime of a device of a given type, comprises the steps of monitoring a predetermined number of significant parameters of respective ones of a training set of devices of the given type, the parameters contributing respective wear increments, determining coefficients of a radial basis function neural network for modeling the wear increments determined from the training set operated to failure and whereof the respective virtual ages are normalized substantially to a desired norm value, deriving from the radial basis function neural network a formula for virtual age of a device of the given type, and applying the formula to the significant parameters from a further device of the given type for deriving wear increments for the further device.
机译:一种用于提供虚拟年龄估计以预测给定类型的设备的剩余寿命的方法,包括以下步骤:监视给定类型的设备的训练集中的各个训练集合的预定数量的重要参数,这些参数分别贡献磨损增量,确定径向基函数神经网络的系数,用于对从失败进行训练的训练集中确定的磨损增量建模,并从径向基函数神经网络派生一个公式,将各个虚拟年龄基本归一化为所需的标准值对于给定类型的设备的虚拟寿命,将公式应用于给定类型的另一设备的重要参数,以得出该另一设备的磨损增量。

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