公开(公告)号：US20250095131A1

公开(公告)日：2025-03-20

申请号：US18961848

申请日：2024-11-27

Applicant: Rockwell Automation Technologies, Inc.

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

IPC: G06T7/00 ,  G05B19/4155 ,  G05B19/418 ,  G06F18/21 ,  G06F18/2431 ,  G06N20/00

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.

公开(公告)号：US12174624B2

公开(公告)日：2024-12-24

申请号：US17932113

申请日：2022-09-14

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 involve receiving, via a first module of a plurality of modules in a control system, an indication that an error between a measurement associated with a target variable that corresponds with at least a portion of the industrial automation system and a modeled value for the target variable. The method may then involve determining, via the first module, whether the error is within a first range of values and retraining a model used to generate the modeled value for the target variable based on a portion of a plurality of sets of data points acquired via a plurality of sensors disposed in the industrial automation system in response to the error being within the first range of values.

公开(公告)号：US20200103878A1

公开(公告)日：2020-04-02

申请号：US16146664

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: 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：US12165302B2

公开(公告)日：2024-12-10

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 ,  G05B19/4155 ,  G05B19/418 ,  G06F18/21 ,  G06F18/2431 ,  G06N20/00

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.

公开(公告)号：US12105507B2

公开(公告)日：2024-10-01

申请号：US17463159

申请日：2021-08-31

Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.

Inventor： Bijan Sayyarodsari ,  Kadir Liano ,  Wei Dai

IPC: G05B23/02 ,  G05B19/418

CPC classification number: G05B23/0281 ,  G05B19/4183 ,  G05B19/4184 ,  G05B23/0218 ,  G05B23/0289 ,  G05B23/024 ,  G05B2219/37337

Abstract: A computer-readable medium may include instructions that may cause a processor to perform operations that may include receiving audio data representative of sound waves generated by industrial devices and extracting features from the audio data. The features may be representative of a portion of the audio data. The operations may also include identifying a subset of the features based on distances between each of the plurality of features in an information space. The information space may include known clusters. The operations may then include determining that the subset of the features corresponds to an unknown cluster in the information space, performing a constrained classification operation based on each feature of the subset of the features to identify a new known cluster for the information space, and modifying operations of the industrial devices based on the new known cluster.

公开(公告)号：US20230016084A1

公开(公告)日：2023-01-19

申请号：US17932113

申请日：2022-09-14

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 involve receiving, via a first module of a plurality of modules in a control system, an indication that an error between a measurement associated with a target variable that corresponds with at least a portion of the industrial automation system and a modeled value for the target variable. The method may then involve determining, via the first module, whether the error is within a first range of values and retraining a model used to generate the modeled value for the target variable based on a portion of a plurality of sets of data points acquired via a plurality of sensors disposed in the industrial automation system in response to the error being within the first range of values.

公开(公告)号：US11449047B2

公开(公告)日：2022-09-20

申请号：US16146681

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 involve receiving, via a first module of a plurality of modules in a control system, an indication that an error between a measurement associated with a target variable that corresponds with at least a portion of the industrial automation system and a modeled value for the target variable. The method may then involve determining, via the first module, whether the error is within a first range of values and retraining a model used to generate the modeled value for the target variable based on a portion of a plurality of sets of data points acquired via a plurality of sensors disposed in the industrial automation system in response to the error being within the first range of values.

公开(公告)号：US12292732B2

公开(公告)日：2025-05-06

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

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.

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：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.