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Error detection method and its system for early detection of errors in a planar or facilities

机译:用于早期检测平面或设施中的错误的错误检测方法及其系统

摘要

Provided are a method which permits complete training data and data with added errors, and enables the early and accurate discovery of errors in facilities such as a plant, and a system thereof. To achieve the objectives, (1) the behavior of temporal data is observed over time, and the trace is divided into clusters; (2) the divided cluster groups are modeled in sub spaces, and the discrepancy values are calculated as errors candidates; (3) the training data are used (compare, reference, etc.) for reference to determine the state transitions caused by the changes over time, the environmental changes, the maintenance (parts replacement), and the operation states; and (4) the modeling is a sub space method such as regression analysis or projection distance method of every N data removing N data items, (N=0, 1, 2, . . . ) (for example, when N=1, one error data item is considered to have been added, this data is removed, then the modeling is performed), or a local sub space method. Linear fitting in regression analysis is equivalent to the lowest order regression analysis.
机译:提供了一种方法,该方法允许完整的训练数据和具有附加错误的数据,并且能够及早且准确地发现诸如工厂及其设施的设施中的错误。为了实现这些目标,(1)随时间观察时间数据的行为,并将迹线分为几类; (2)在子空间中对划分的聚类组进行建模,并计算差异值作为错误候选项; (3)使用训练数据(比较,参考等)作为参考,以确定由时间变化,环境变化,维护(零件更换)和操作状态引起的状态转换; (4)建模是子空间方法,例如,每N个数据去除N个数据项(N = 0、1、2,...),例如回归分析或投影距离法(例如,当N = 1时,认为已添加一个错误数据项,然后删除此数据,然后执行建模),或使用局部子空间方法。回归分析中的线性拟合等效于最低阶回归分析。

著录项

  • 公开/公告号US8630962B2

    专利类型

  • 公开/公告日2014-01-14

    原文格式PDF

  • 申请/专利权人 SHUNJI MAEDA;HISAE SHIBUYA;

    申请/专利号US200913057831

  • 发明设计人 SHUNJI MAEDA;HISAE SHIBUYA;

    申请日2009-05-29

  • 分类号G06F15/18;

  • 国家 US

  • 入库时间 2022-08-21 16:00:20

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