Anomaly detection system and method for electric drives

    公开(公告)号:US11467214B2

    公开(公告)日:2022-10-11

    申请号:US16670574

    申请日:2019-10-31

    Applicant: ABB Schweiz AG

    Abstract: One illustrative method comprises retrieving a set of drive information associated with an operation of an electric drive in a time period from a drive control unit and one or more sensor units. The method further includes obtaining reliability information associated with the electric drive from a server. The reliability information is computed in the server, with the set of drive information and a model corresponding to a drive type of the electric drive. The reliability information includes a probability of occurrence of the abnormal condition in a specified future time period. The method further includes, providing at least one condition indication regarding the abnormal condition to one of a human machine interface and a drive controller based on the probability of occurrence of the abnormal condition.

    Method and system for monitoring condition of electric drives

    公开(公告)号:US11740607B2

    公开(公告)日:2023-08-29

    申请号:US16557041

    申请日:2019-08-30

    Applicant: ABB Schweiz AG

    CPC classification number: G05B19/406 G05B2219/34427

    Abstract: The present disclosure relates to monitoring a condition of an electric drive in an industrial network. A method comprises obtaining values of input parameters, state parameters, and one or more temperatures associated with one or more components, at a first time instant. The method further comprises estimating values of the state parameters at a second time instant with a first layer of a state space model of the electric drive and the values of input parameters at the first time instant. In addition, the method comprises estimating values of the one or more temperatures at a third time instant with a second layer of the model, the values estimated for the state variables and the values of the temperatures at the first time instant. A condition of the electric drive is determined from the values of the temperatures estimated for the third time instant and one or more predetermined thresholds.

    METHOD AND SYSTEM FOR MONITORING CONDITION OF ELECTRIC DRIVES

    公开(公告)号:US20200073361A1

    公开(公告)日:2020-03-05

    申请号:US16557041

    申请日:2019-08-30

    Applicant: ABB Schweiz AG

    Abstract: The present disclosure relates to monitoring a condition of an electric drive in an industrial network. A method comprises obtaining values of input parameters, state parameters, and one or more temperatures associated with one or more components, at a first time instant. The method further comprises estimating values of the state parameters at a second time instant with a first layer of a state space model of the electric drive and the values of input parameters at the first time instant. In addition, the method comprises estimating values of the one or more temperatures at a third time instant with a second layer of the model, the values estimated for the state variables and the values of the temperatures at the first time instant. A condition of the electric drive is determined from the values of the temperatures estimated for the third time instant and one or more predetermined thresholds.

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