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公开(公告)号：US09147153B2
公开(公告)日：2015-09-29
申请号：US13670187
申请日：2012-11-06
Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
CPC classification number: G05B13/041 , G06F17/10 , G06N3/02 , G06N99/005
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
Abstract translation: 在某些实施例中，一种方法包括制定优化问题以确定要建模的系统的多个模型参数。 该方法还包括解决优化问题来定义系统的经验模型。 该方法还包括使用训练数据训练经验模型。 经验模型通过与系统的第一原则信息和过程知识相关的一般约束来约束。
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公开(公告)号：US12164271B2
公开(公告)日：2024-12-10
申请号：US18312797
申请日：2023-05-05
Applicant: Rockwell Automation Technologies, Inc.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
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公开(公告)号：US10739735B2
公开(公告)日：2020-08-11
申请号：US14868022
申请日：2015-09-28
Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
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Patent Agency Ranking
公开(公告)号：US20140129491A1
公开(公告)日：2014-05-08
申请号：US13670187
申请日：2012-11-06
Applicant: Vesta Garcia , ROCKWELL AUTOMATION TECHNOLOGIES, INC.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
IPC: G06N99/00
CPC classification number: G05B13/041 , G06F17/10 , G06N3/02 , G06N99/005
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
Abstract translation: 在某些实施例中，一种方法包括制定优化问题以确定要建模的系统的多个模型参数。 该方法还包括解决优化问题来定义系统的经验模型。 该方法还包括使用训练数据训练经验模型。 经验模型通过与系统的第一原则信息和过程知识相关的一般约束来约束。
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公开(公告)号：US20230273575A1
公开(公告)日：2023-08-31
申请号：US18312797
申请日：2023-05-05
Applicant: Rockwell Automation Technologies, Inc.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
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公开(公告)号：US20160018795A1
公开(公告)日：2016-01-21
申请号：US14868022
申请日：2015-09-28
Applicant: ROCKWELL AUTOMATION TECHNOLOGIES, INC.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
Abstract translation: 在某些实施例中，一种方法包括制定优化问题以确定要建模的系统的多个模型参数。 该方法还包括解决优化问题来定义系统的经验模型。 该方法还包括使用训练数据训练经验模型。 经验模型通过与系统的第一原则信息和过程知识相关的一般约束来约束。
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公开(公告)号：US11675319B2
公开(公告)日：2023-06-13
申请号：US16934867
申请日：2020-07-21
Applicant: Rockwell Automation Technologies, Inc.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
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公开(公告)号：US20200348630A1
公开(公告)日：2020-11-05
申请号：US16934867
申请日：2020-07-21
Applicant: Rockwell Automation Technologies, Inc.
Inventor： Bijan Sayyar-Rodsari , Eric Jon Hartman , Carl Anthony Schweiger
Abstract: In certain embodiments, a method includes formulating an optimization problem to determine a plurality of model parameters of a system to be modeled. The method also includes solving the optimization problem to define an empirical model of the system. The method further includes training the empirical model using training data. The empirical model is constrained via general constraints relating to first-principles information and process knowledge of the system.
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