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QUALITY ABNORMALITY DETECTION METHOD, QUALITY ABNORMALITY DETECTION DEVICE, AND QUALITY ABNORMALITY DETECTION PROGRAM

机译:质量异常检测方法,质量异常检测装置以及质量异常检测程序

摘要

PROBLEM TO BE SOLVED: To accurately detect quality abnormalities.;SOLUTION: An acquisition process acquires time series data 12a for a sensor from a machine unit for each prescribed production unit of a product. A division process generates a division data group 12b by dividing the time series data 12a into multiple divisions. A setting process associates first additional information indicating there are no failures with a prescribed normal quality included in the division data group, and unconditionally associates second additional information indicating there are failures with a latest production included in the division data group. A grouping process forms two groups in which the normal quality and the latest production are mixed. A generation process generates a prediction model 12e for predicting additional information corresponding to input data on the basis of learning using one of the two groups. A calculation process calculates a probability 12fa for predicting that the additional information is the second additional information in the prediction results using the other of the two groups as input data. A determination process determines quality abnormality for the product on the basis of the probability.;SELECTED DRAWING: Figure 2A;COPYRIGHT: (C)2018,JPO&INPIT
机译:解决的问题:准确地检测质量异常。解决方案:采集过程从机器单元为产品的每个指定生产单元获取传感器的时间序列数据12a。通过将时间序列数据12a划分为多个划分,划分处理生成划分数据组12b。设置处理将表示没有故障的第一附加信息与包括在分割数据组中的标准正常质量相关联,并且无条件地将表示存在故障的第二附加信息与包括在分割数据组中的最新生产相关联。分组过程将正常质量和最新生产混合在一起。生成过程生成预测模型12e,该预测模型12e基于使用两个组之一的学习来预测与输入数据相对应的附加信息。计算过程使用两组中的另一个作为输入数据来计算用于预测附加信息是预测结果中的第二附加信息的概率12fa。确定过程根据概率确定产品的质量异常。;选定的图纸:图2A;版权:(C)2018,JPO&INPIT

著录项

  • 公开/公告号JP2018147406A

    专利类型

  • 公开/公告日2018-09-20

    原文格式PDF

  • 申请/专利权人 YASKAWA INFORMATION SYSTEMS CO LTD;

    申请/专利号JP20170044358

  • 发明设计人 IZUMI MASAAKI;

    申请日2017-03-08

  • 分类号G05B19/418;

  • 国家 JP

  • 入库时间 2022-08-21 13:13:58

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