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公开(公告)号:US11586984B2
公开(公告)日:2023-02-21
申请号:US16901692
申请日:2020-06-15
发明人: Tommi Dirk Kramer , Patrick Galli , Hans Joachim Fröhlich , Ulrich Kaiser , Thomas Fricke , Enrico Mario De Stasio
IPC分类号: G06N20/00 , G16Y40/40 , G06N3/04 , G16Y30/00 , G05B19/042 , G16Y10/25 , G16Y10/75 , G16Y20/20 , G16Y40/20
摘要: The present disclosure relates to a method for verifying the production process of field devices, including a step of accessing a service platform on which data from field devices, including identification data, the respective type of field device, configuration data, containing application-specific data, environment information of the field devices or parameter data, data relating to the production date of a respective field device and repair or troubleshooting cases of the field devices are stored. The method also includes steps of detecting anomalies by statistically evaluating the repair or troubleshooting cases stored on service platform and creating a notification in the event of a detected anomaly, supplying the data of the field devices and the notifications to a machine learning or prognosis system, and evaluating the data of the field devices and the notifications by means of the machine learning or prognosis system for forecasting series errors of the field devices.