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    AUTOMATED MONITORING DIAGNOSTIC USING AUGMENTED STREAMING DECISION TREE
    41.
    发明申请
    AUTOMATED MONITORING DIAGNOSTIC USING AUGMENTED STREAMING DECISION TREE 有权

    公开(公告)号：US20250155855A1

    公开(公告)日：2025-05-15

    申请号：US19022600

    申请日：2025-01-15

    Applicant: Rockwell Automation Technologies, Inc.

    Inventor： Bijan SayyarRodsari ,  Jakob Methfessel ,  Kadir Liano

    IPC: G05B13/04 ,  G05B13/02 ,  G06N5/01

    Abstract: A non-transitory computer-readable medium comprising computer-executable instructions that, when executed, are configured to cause a processor to perform operations that include receiving operational parameters for one or more automation devices, wherein the one or more automation devices are configured to implement control logic generated based on a decision tree. The operations also include receiving an output by the decision tree based on the operational parameters. Further, the operations include determining the output is an anomalous output based on a constraint associated with the decision tree. Further still, the operations include generating an updated decision tree based on the anomalous output. Even further, the operations include generating updated control logic for the one or more automation devices based on the updated decision tree. Even further, the operations include sending the updated control logic to the one or more automation devices.

    AUTOMATED MONITORING DIAGNOSTIC USING AUGMENTED STREAMING DECISION TREE
    43.
    发明公开
    AUTOMATED MONITORING DIAGNOSTIC USING AUGMENTED STREAMING DECISION TREE 审中-公开

    公开(公告)号：US20240160163A1

    公开(公告)日：2024-05-16

    申请号：US18419161

    申请日：2024-01-22

    Applicant: Rockwell Automation Technologies, Inc.

    Inventor： Bijan SayyarRodsari ,  Jakob Methfessel

    IPC: G05B13/04 ,  G05B13/02 ,  G06N5/01

    CPC classification number: G05B13/042 ,  G05B13/028 ,  G05B13/048 ,  G06N5/01

    Abstract: A non-transitory computer-readable medium comprising computer-executable instructions that, when executed, are configured to cause a processor to perform operations that include receiving operational parameters for one or more automation devices, wherein the one or more automation devices are configured to implement control logic generated based on a decision tree. The operations also include receiving an output by the decision tree based on the operational parameters. Further, the operations include determining the output is an anomalous output based on a constraint associated with the decision tree. Further still, the operations include generating an updated decision tree based on the anomalous output. Even further, the operations include generating updated control logic for the one or more automation devices based on the updated decision tree. Even further, the operations include sending the updated control logic to the one or more automation devices.

    SYSTEMS AND METHODS FOR VARIABLE PROCESSING OF STREAMED SENSOR DATA
    44.
    发明公开
    SYSTEMS AND METHODS FOR VARIABLE PROCESSING OF STREAMED SENSOR DATA 审中-公开

    公开(公告)号：US20240053731A1

    公开(公告)日：2024-02-15

    申请号：US18352849

    申请日：2023-07-14

    Applicant: Rockwell Automation Technologies, Inc.

    Inventor： Bijan SayyarRodsari ,  Richard W. Arling ,  Wei Dai

    IPC: G05B19/418

    CPC classification number: G05B19/4185 ,  G05B19/4183 ,  G05B19/4188

    Abstract: A system may include sensor device comprising a sensor configured to measure sensor data indicating an operational parameter of industrial automation equipment associated with an industrial automation process. The system may also include communication circuitry configured to transmit the sensor data. Additionally, the system includes a processor configured to receive the sensor data. Further, the system includes a non-transitory computer-readable medium comprising computer-executable instructions that, when executed, are configured to cause the processor to perform operations including identifying an operational state of the industrial automation equipment based on the sensor data. The operations may also include determining a discrepancy between the sensor data and the operational state. Further, the operations may include modifying an operation of the processor from a first operational mode to a second operational mode of a plurality of operational based on the comparison.

    COMPUTER VISION MODEL DRAWING INTERFACE
    45.
    发明公开
    COMPUTER VISION MODEL DRAWING INTERFACE 审中-公开

    公开(公告)号：US20240046634A1

    公开(公告)日：2024-02-08

    申请号：US17817611

    申请日：2022-08-04

    Applicant: Rockwell Automation Technologies, Inc.

    Inventor： Alexander Berman ,  Bijan SayyarRodsari ,  Wei Dai ,  Kadir Liano

    IPC: G06V10/94 ,  G06V10/774 ,  G06V10/22 ,  G06V10/776 ,  G06V10/75

    CPC classification number: G06V10/945 ,  G06V10/774 ,  G06V10/225 ,  G06V10/776 ,  G06V10/751 ,  G06V10/82

    Abstract: For updating a computer vision model, a method converts a user input drawing including a user annotation of a first image in a drawing format to a training format image in a training format for a computer vision model. The method generates a training-representation drawing from the training format image. The training-representation drawing includes an image inference for the first image. The method receives user feedback for the training-representation drawing in the drawing format. The method updates the computer vision model based on the user feedback. The method generates an image inference for a second image based on the updated computer vision model and generates model-health metrics, agreement-metrics, and a sortable image index to explain image inferences with respect to guided user annotation of the second image. The method caches partial results from the image-inferences to afford quicker updating of computer vision models, affording more iterative model-development than ad-hoc model-evaluation.

    AUTOMATED MONITORING USING IMAGE ANALYSIS
    48.
    发明申请
    AUTOMATED MONITORING USING IMAGE ANALYSIS 有权

    公开(公告)号：US20230092247A1

    公开(公告)日：2023-03-23

    申请号：US17482040

    申请日：2021-09-22

    Applicant: Rockwell Automation Technologies, Inc.

    Inventor： Bijan SayyarRodsari ,  Wei Dai ,  Alexander N. Berman ,  Kadir Liano

    IPC: G06T7/00 ,  G06K9/62 ,  G06N20/00 ,  G05B19/4155 ,  G05B19/418

    Abstract: A non-transitory computer-readable medium comprising computer-executable instructions that, when executed, are configured to cause a processor to perform operations that include receiving image data after an operation is performed by an industrial automation device on a product; analyzing the image data based an object-based image analysis (OBIA) model to classify the product as one of a plurality of conditions related to manufacturing quality and the OBIA model includes property layers associated with features related to a manufacturing of the product; determining whether the one of the conditions indicates an anomaly being present in the product; sending a notification indicative of the one of the plurality of conditions is presently associated with the product; identifying a property layer associated with classifying the one of the plurality of conditions; and updating the OBIA model based on the property layer and the input indicative of the anomaly being incorrectly associated with the product.

    AGGREGATE AND CORRELATE DATA FROM DIFFERENT TYPES OF SENSORS
    49.
    发明申请
    AGGREGATE AND CORRELATE DATA FROM DIFFERENT TYPES OF SENSORS 有权

    公开(公告)号：US20230054784A1

    公开(公告)日：2023-02-23

    申请号：US17406309

    申请日：2021-08-19

    Applicant: Rockwell Automation Technologies, Inc.

    Inventor： Chirag Malkan ,  Kyle Crum ,  David Vasko ,  Steven T. Haensgen ,  Bijan SayyarRodsari ,  Katherine Sokolnicki ,  Yongyao Cai

    IPC: G08B21/18 ,  G05B19/4155 ,  G01M99/00

    Abstract: A method for correlating data from sensors includes receiving sensor information from a plurality of sensors of an industrial operation. Sensor information from component sensors is used for functionality of a component of the industrial operation and sensor information from additional sensors monitor conditions of a portion of the industrial operation different from the component. The method includes deriving, using the sensor information, correlations between component sensors and additional sensors and deriving a baseline signature from the sensor information and the correlations. The baseline signature encompasses a range of normal operating conditions. The method includes identifying an abnormal operating condition based on a comparison between additional sensor information and the baseline signature. The sensor information is used differently for functionality of the component than for deriving the correlations and baseline signature and identifying the abnormal operating condition. The method includes sending an alert with the abnormal operating condition.

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