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Remaining life prediction system, remaining life prediction device, and remaining life prediction program

机译:剩余的寿命预测系统,剩余的寿命预测设备和剩余的寿命预测程序

摘要

PROBLEM TO BE SOLVED: To estimate the remaining life of an operating mechanism with high accuracy. SOLUTION: An evaluation information acquisition unit 130 for acquiring evaluation deterioration amount information generated by an operation of an operation mechanism and a first evaluation remaining life estimated based on a feature obtained from the operation of the operation mechanism, and learning of the same type as the operation mechanism. Hierarchical Bayes including learning deterioration amount information obtained from the learning motion mechanism, posterior distribution of common parameters common to the learning motion mechanism using the learning remaining life, and super-parameters showing variations in individual differences of each learning motion mechanism. Estimate the posterior distribution of the individual difference parameter peculiar to the operation mechanism using the evaluation deterioration amount information and the first evaluation remaining life, and from the posterior distribution of the common parameter and the posterior distribution of the individual difference parameter. A remaining life prediction device 109 including a remaining life deriving unit 140 that applies the obtained values to the first regression model and derives the second evaluation remaining life of the operation mechanism by inputting the evaluation deterioration amount information. [Selection diagram] Fig. 2
机译:要解决的问题:以高精度估计操作机制的剩余寿命。解决方案:用于获取由操作机制的操作生成的评估劣化量信息的评估信息获取单元130,以及基于从操作机制的操作的操作获得的特征估计的第一评估剩余寿命,以及作为相同类型的学习操作机制。等级贝叶斯包括从学习运动机构获得的学习劣化量信息,使用学习剩余寿命的学习运动机制共同的公共参数的后部分布,以及显示每个学习运动机构的各个差异的变化的超参数。估计使用评估劣化量信息和第一评估剩余寿命的操作机制特有的各个差异参数的后部分布,以及来自公共参数的后部分布和各个差参数的后部分布。剩余的寿命预测设备109包括将所获得的值应用于第一回归模型的剩余寿命预测装置109,并通过输入评估劣化量信息来导出操作机制的第二评估剩余寿命。 [选择图]图2

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