Method for an Efficient Performance Monitoring of a System in a Hierarchical Network of Distributed Devices

    公开(公告)号:US20240303175A1

    公开(公告)日:2024-09-12

    申请号:US18598034

    申请日:2024-03-07

    Applicant: ABB Schweiz AG

    CPC classification number: G06F11/3409

    Abstract: A method for system monitoring in a hierarchical network of distributed edge devices includes a master edge, first and second client edges connected via a first communication interface to the master edge, the method including receiving sensor data from a sensor device via a second communication interface, determining a first local model parameter representing a machine learning (ML) model of the at least first client edge based on the sensor data; storing the first local model parameter in a data storage of the at least first client edge; collecting the first local model parameter from the at least first client edge; and generating a global ML model based on the at least first local model parameter, wherein the global ML model is used for monitoring a system performance or a condition of the system.

    Data Extraction in Industrial Automation Systems

    公开(公告)号:US20230244218A1

    公开(公告)日:2023-08-03

    申请号:US18296614

    申请日:2023-04-06

    Applicant: ABB Schweiz AG

    CPC classification number: G05B19/41865 G05B19/4185 G06F40/20

    Abstract: A system and method for providing a configuration for data extraction from an automation system includes a signal selection agent configured to: receive a user selection of at least one module of the automation system; generate, for display to the user, a user interface identifying one or more selectable signals associated with the selected module and displaying one or more guidance elements comprising data mined from data sources pertaining to the automation system for guiding the user in the selection of relevant signals; receive a user selection of one or more of the selectable signals; and automatically generate the configuration for data extraction on the basis of the selected signals.

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