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公开(公告)号:US11900277B2
公开(公告)日:2024-02-13
申请号:US17744980
申请日:2022-05-16
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Joachim Thomsen , Bijan Sayyarrodsari
Abstract: Industrial smart data tags conforming to structured data types serve as the basis for creating a digital twin of an industrial asset. The digital twin can comprise an automation model and a mechanical model or other type of non-automation model, both of which reference the smart tags in connection with digitally modeling the industrial asset. The structured data topology offered by the smart tags allows the digital twin to be readily interfaced with artificial intelligence (AI) systems. AI analysis can leverage the smart tags to discover new relationships between key performance indicators and other variables of the asset and encode these relationships in the smart tags themselves. These enhanced smart tags can also be leveraged to perform AI-based validation the digital twin. Additional contextualization provided by the enhanced smart tags can simplify AI analysis and assist in quickly converging on desired analytic results.
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公开(公告)号:US11747773B2
公开(公告)日:2023-09-05
申请号:US17125452
申请日:2020-12-17
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Jan Kolinsky , Jiri Hanzlik , Petr Horacek , Bijan Sayyarrodsari
IPC: G05B13/04 , G06F17/11 , G06F16/903
CPC classification number: G05B13/047 , G06F16/90335 , G06F17/11
Abstract: The embodiments described herein include one embodiment that a control method including executing an infeasible search algorithm during a first portion of a predetermined sample period to search for a feasible control trajectory of a plurality of variables of a controlled process, executing a feasible search algorithm during a second portion of the predetermined sample period to determine the feasible control trajectory if the infeasible search algorithm does not determine a feasible control trajectory, and controlling the controlled process by application of the feasible control trajectory.
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公开(公告)号:US20220236724A1
公开(公告)日:2022-07-28
申请号:US17659512
申请日:2022-04-18
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Bijan Sayyarrodsari , Francisco P. Maturana
IPC: G05B19/418 , G06Q10/08 , G06Q10/06 , G06Q10/10
Abstract: A scalable industrial asset management system dynamically negotiates allocation of mobile industrial assets to industrial operation sites. The asset management system tracks and models the capabilities and availabilities of a pool of mobile industrial assets (e.g., truck-mounted assets or other such assets). Based on a defined demand of a scheduled industrial operation requiring mobile industrial assets (e.g., a fracking operation, a mining operation, etc.) the system selects a subset of the mobile industrial assets that are both available during the scheduled operation and are collectively capable of satisfying the demands of the industrial operation. Moreover, based on the asset models for the subset of mobile industrial assets, the system configures an on-premise cloud agent device to collect telemetry data from the mobile assets during the operation and to migrate the collected data to a cloud-based collection and analytics system.
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公开(公告)号:US20210397171A1
公开(公告)日:2021-12-23
申请号:US16907464
申请日:2020-06-22
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Bijan Sayyarrodsari , Subbian Govindaraj , David A Vasko , Juergen Weinhofer , Andrew James Ellis , Ka-Hing Lin , Michael Pantaleano , Sujeet Chand , Kyle A. Crum
IPC: G05B19/418 , G06F30/12 , G06Q10/06
Abstract: A human-machine interface (HMI) development platform simplifies generation of an industrial visualization application by generating at least a portion of the visualization application based on analysis of digital engineering drawings of an automation system to be monitored and controlled. This drawing-based approach includes creation of HMI interface displays comprising animated graphics representing industrial assets represented in the drawings, and setting animation data sources for the graphics based on analysis of the drawings.
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公开(公告)号:US20210397166A1
公开(公告)日:2021-12-23
申请号:US16905130
申请日:2020-06-18
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Bijan Sayyarrodsari , Subbian Govindaraj , David A. Vasko , Juergen Weinhofer , Andrew J Ellis , Ka-Hing Lin , Michael Pantaleano , Sujeet Chand , Kyle A. Crum
IPC: G05B19/418
Abstract: An industrial control programming development platform simplifies generation of an industrial control program and associated tag definitions by generating at least a portion of the control program and tag definitions based on analysis of digital engineering drawings of an automation system to be monitored and controlled. This drawing-based program generation includes creation and configuration of smart data tags that model and contextualize controller data at the device level for processing by higher level analytic systems. This device-level contextualization can be based in part on inferences drawn from the digital engineering drawings.
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公开(公告)号:US11199821B2
公开(公告)日:2021-12-14
申请号:US14077006
申请日:2013-11-11
Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.
Inventor: Bijan Sayyarrodsari , Kadir Liano , Alexander B. Smith
IPC: G05B13/04 , G06F16/90 , G06F16/901
Abstract: The embodiments described herein include one embodiment that provides a control method that includes connecting a first controller to a control system; receiving control system configuration data from a database, in which the configuration data comprises holistic state data of a second controller in the control system; and configuring operation of the first controller based at least in part on the configuration data received.
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公开(公告)号:US11079726B2
公开(公告)日:2021-08-03
申请号:US16666011
申请日:2019-10-28
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Bijan Sayyarrodsari , Kadir Liano , Apurva Prakash Samudra , Alexander Barton Smith
Abstract: System and method for improving operation of an industrial automation system, which includes a control system that controls operation of an industrial automation process. The control system includes a feature extraction block that determines extracted features by transforming process data determined during operation of an industrial automation process based at least in part on feature extraction parameters; a feature selection block that determines selected features by selecting a subset of the extracted features based at least in part on feature selection parameters, in which the selected features are expected to be representative of the operation of the industrial automation process; and a clustering block that determines a first expected operational state of the industrial automation system by mapping the selected features into a feature space based at least in part on feature selection parameters.
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公开(公告)号:US20200064789A1
公开(公告)日:2020-02-27
申请号:US16666011
申请日:2019-10-28
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Bijan Sayyarrodsari , Kadir Liano , Apurva Prakash Samudra , Alexander Barton Smith
Abstract: System and method for improving operation of an industrial automation system, which includes a control system that controls operation of an industrial automation process. The control system includes a feature extraction block that determines extracted features by transforming process data determined during operation of an industrial automation process based at least in part on feature extraction parameters; a feature selection block that determines selected features by selecting a subset of the extracted features based at least in part on feature selection parameters, in which the selected features are expected to be representative of the operation of the industrial automation process; and a clustering block that determines a first expected operational state of the industrial automation system by mapping the selected features into a feature space based at least in part on feature selection parameters.
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公开(公告)号:US20190004485A1
公开(公告)日:2019-01-03
申请号:US16123678
申请日:2018-09-06
Applicant: Rockwell Automation Technologies, Inc.
Inventor: Bijan Sayyarrodsari , Kadir Liano , Alexander Barton Smith , Apurva Prakash Samudra
Abstract: System and method for improving operation of an industrial automation system, which includes a control system that controls operation of an industrial automation process. The control system includes a feature extraction block that determines extracted features by transforming process data determined during operation of an industrial automation process based at least in part on feature extraction parameters; a feature selection block that determines selected features by selecting a subset of the extracted features based at least in part on feature selection parameters, in which the selected features are expected to be representative of the operation of the industrial automation process; and a clustering block that determines a first expected operational state of the industrial automation system by mapping the selected features into a feature space based at least in part on feature selection parameters.
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公开(公告)号:US10139809B2
公开(公告)日:2018-11-27
申请号:US14996008
申请日:2016-01-14
Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.
Inventor: Bijan Sayyarrodsari , Kadir Liano , Wei Dai
IPC: G05B19/4155 , G05B13/04
Abstract: One embodiment of the present disclosure describes an industrial system, which includes a control system that controls operation of an industrial process by instructing an automation component in the industrial system to implement a manipulated variable setpoint. The control system includes a process model that model operation of the industrial process, control optimization that determines the manipulated variable setpoint based at least in part on the process model, a control objective function, and constraints on the industrial process, in which the control objective function includes a tuning parameter that describes weighting between aspects of the industrial process affected by the manipulated variable setpoint; and tuning optimization circuitry that determines the tuning parameter based at least in part on a tuning objective function, in which the tuning objective function is determined based at least in part on a closed form solution to an augmented version of the control objective function, which includes the constraints as soft constraints.
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