公开(公告)号：US12205363B2

公开(公告)日：2025-01-21

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: G06V10/00 ,  G06V10/22 ,  G06V10/75 ,  G06V10/774 ,  G06V10/776 ,  G06V10/94 ,  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.

公开(公告)号：US12045035B2

公开(公告)日：2024-07-23

申请号：US18299142

申请日：2023-04-12

Applicant: Rockwell Automation Technologies, Inc.

Inventor： Achim Thomsen ,  Cyril Perducat ,  Manuel Sukerman ,  Arvind Vijayanagar Rao ,  Chirayu Shah ,  Stephen C. Briant ,  Bijan SayyarRodsari

IPC: G05B19/4155

CPC classification number: G05B19/4155 ,  G05B2219/31449

Abstract: An industrial gateway device supports interactive feature engineering tools that guide a user through an intuitive process for configuring data analytics for key performance indicators (KPIs) of interest. A feature engineering interface renders an interactive model view that displays available data points such that the data points are organized hierarchically according to plant, machine, machine property, or other elements. The user can select, from this model view, data points having an impact on the KPI of interest. The interface also allows the user to define an executable script that defines a mathematical relationship between the selected data points and the KPI. This configuration yields an output model that defines a reduced set of data points to be collected and analyzed, as well as an executable script for assessing a state of the KPI as a function of the reduced data point values.

公开(公告)号：US11886152B2

公开(公告)日：2024-01-30

申请号：US17374644

申请日：2021-07-13

Applicant: Rockwell Automation Technologies, Inc.

Inventor： Bijan SayyarRodsari ,  Jakob Methfessel ,  Kadir Liano

IPC: G05B13/02 ,  G05B13/04 ,  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.

公开(公告)号：US11656603B1

公开(公告)日：2023-05-23

申请号：US17687775

申请日：2022-03-07

Applicant: Rockwell Automation Technologies, Inc.

Inventor： Achim Thomsen ,  Cyril Perducat ,  Manuel Sukerman ,  Arvind Vijayanagar Rao ,  Chirayu Shah ,  Stephen C. Briant ,  Bijan SayyarRodsari

IPC: G05B19/4155

CPC classification number: G05B19/4155 ,  G05B2219/31449

Abstract: An industrial gateway device supports interactive feature engineering tools that guide a user through an intuitive process for configuring data analytics for key performance indicators (KPIs) of interest. A feature engineering interface renders an interactive model view that displays available data points such that the data points are organized hierarchically according to plant, machine, machine property, or other elements. The user can select, from this model view, data points having an impact on the KPI of interest. The interface also allows the user to define an executable script that defines a mathematical relationship between the selected data points and the KPI. This configuration yields an output model that defines a reduced set of data points to be collected and analyzed, as well as an executable script for assessing a state of the KPI as a function of the reduced data point values.

公开(公告)号：US20230071455A1

公开(公告)日：2023-03-09

申请号：US17469397

申请日：2021-09-08

Applicant: Rockwell Automation Technologies, Inc.

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

IPC: G06Q10/08 ,  G05B23/02 ,  G06Q30/00 ,  G06F16/955 ,  G01M99/00

Abstract: A method for correlating data from different sensors for product lifecycle management includes receiving sensor information from an additional sensor of a plurality of sensors of an industrial operation. The additional sensor is different from component sensors used for functionality of a component of the industrial operation. Sensor information from the additional sensor monitors conditions of a portion of the industrial operation different from sensor information of the component sensors used for the functionality of the component. The method includes deriving, using the sensor information, a correlation between an operational parameter of the component and sensor information of the additional sensor. The operational parameter is related to a predicted operational lifetime of the component. The method includes identifying an abnormal operating condition of the component based on a comparison between additional sensor information from the additional sensor and the operational parameter, and sending an alert with the abnormal operating condition.

公开(公告)号：US20230013626A1

公开(公告)日：2023-01-19

申请号：US17374644

申请日：2021-07-13

Applicant: Rockwell Automation Technologies, Inc.

Inventor： Bijan SayyarRodsari ,  Jakob Methfessel ,  Kadir Liano

IPC: G05B13/04 ,  G06N5/00 ,  G05B13/02

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.

公开(公告)号：US20220171381A1

公开(公告)日：2022-06-02

申请号：US17650995

申请日：2022-02-14

Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.

Inventor： Bijan SayyarRodsari ,  Alexander B. Smith ,  Kadir Liano ,  Wei Dai ,  Yash P. Puranik

IPC: G05B23/02 ,  G05B19/418

Abstract: A method for operating an industrial automation system may include receiving, via a first module of a plurality of modules in a control system, a plurality of datasets via at least a portion of the plurality of modules. The plurality datasets may include raw values without context regarding the plurality datasets. The method may then include identifying a subset of the plurality of datasets that influences a value of a target variable by analyzing the data without regard to the context, modeling a behavior of the target variable over time based on the subset of the plurality of datasets, and adjusting one or more operations of an automation device based on the model.

公开(公告)号：US11249469B2

公开(公告)日：2022-02-15

申请号：US16146647

申请日：2018-09-28

Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.

Inventor： Bijan SayyarRodsari ,  Alexander B. Smith ,  Kadir Liano ,  Wei Dai ,  Yash P. Puranik

IPC: G05B23/02 ,  G05B19/418

Abstract: A method for operating an industrial automation system may include receiving, via a first module of a plurality of modules in a control system, a plurality of datasets via at least a portion of the plurality of modules. The plurality datasets may include raw values without context regarding the plurality datasets. The method may then include identifying a subset of the plurality of datasets that influences a value of a target variable by analyzing the data without regard to the context, modeling a behavior of the target variable over time based on the subset of the plurality of datasets, and adjusting one or more operations of an automation device based on the model.

公开(公告)号：US20210011467A1

公开(公告)日：2021-01-14

申请号：US17039347

申请日：2020-09-30

Applicant: Rockwell Automation Technologies, Inc.

Inventor： Bijan SayyarRodsari ,  Alexander B. Smith ,  Kadir Liano ,  Wei Dai ,  Yash P. Puranik

IPC: G05B19/418 ,  G05B13/04

Abstract: An industrial automation system may include an automation device and a control system communicatively coupled to the automation device. The control system may include a first module of a number of modules, such that the first module may receive an indication of a target variable associated with the industrial automation device. The first module may then receive parameters associated with the target variable, identify a portion of data points associated with controlling the target variable with respect to the parameters, generate a model of each data point of the portion over time with respect to the parameters based on the data points, determine functions associated with the model. The functions represent one or more relationships between the each data point of the portion with respect to controlling the target variable. The first module may then adjust one or more operations of the automation device based on the functions.

公开(公告)号：US20190102657A1

公开(公告)日：2019-04-04

申请号：US15720692

申请日：2017-09-29

Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.

Inventor： Bijan SayyarRodsari ,  Alexander B. Smith ,  Kadir Liano ,  Wei Dai ,  Yash P. Puranik

IPC: G06K9/62

Abstract: A modular analysis engine provided classification of variables and data in an industrial automation environment. The module may be instantiated upon receipt of an input data structure, such as containing annotated data for any desired variables related to the machine or process monitored and/or controlled. The data may be provided in a batch or the engine may operate on streaming data. The output of the module may be a data structure that can be used by other modules, such as for modeling, optimization, and control. The classification may allow for insightful analysis, such as for textual classification of alarms provided in the automation setting.