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    • 1. 发明授权
    • Training a model of a non-linear process
    • 训练非线性过程的模型
    • US08019701B2
    • 2011-09-13
    • US12112750
    • 2008-04-30
    • Bijan Sayyar-RodsariEdward PlumerEric HartmanKadir LianoCelso Axelrud
    • Bijan Sayyar-RodsariEdward PlumerEric HartmanKadir LianoCelso Axelrud
    • G06N5/00
    • G05B13/048G05B13/042G05B17/02
    • System and method for modeling a nonlinear process. A combined model for predictive optimization or control of a nonlinear process includes a nonlinear approximator, coupled to a parameterized dynamic or static model, operable to model the nonlinear process. The nonlinear approximator receives process inputs, and generates parameters for the parameterized dynamic model. The parameterized dynamic model receives the parameters and process inputs, and generates predicted process outputs based on the parameters and process inputs, where the predicted process outputs are useable to analyze and/or control the nonlinear process. The combined model may be trained in an integrated manner, e.g., substantially concurrently, by identifying process inputs and outputs (I/O), collecting data for process I/O, determining constraints on model behavior from prior knowledge, formulating an optimization problem, executing an optimization algorithm to determine model parameters subject to the determined constraints, and verifying the compliance of the model with the constraints.
    • 用于建模非线性过程的系统和方法。 用于非线性过程的预测优化或控制的组合模型包括耦合到参数化动态或静态模型的非线性近似器,可操作以对非线性过程建模。 非线性近似器接收过程输入,并为参数化动态模型生成参数。 参数化动态模型接收参数和过程输入,并根据参数和过程输入生成预测过程输出,其中预测过程输出可用于分析和/或控制非线性过程。 组合模型可以通过识别过程输入和输出(I / O),收集过程I / O的数据,确定来自先验知识的模型行为的约束,制定优化问题,以基本上同时的方式进行训练, 执行优化算法以确定受限于确定的模型参数,并验证模型与约束的一致性。
    • 5. 发明授权
    • Integrated model predictive control of batch and continuous processes in a biofuel production process
    • 生物燃料生产过程中批次和连续过程的综合模型预测控制
    • US07933849B2
    • 2011-04-26
    • US11928186
    • 2007-10-30
    • James F. BarteeMaina A. MachariaPatrick D. NollMichael E. Tay
    • James F. BarteeMaina A. MachariaPatrick D. NollMichael E. Tay
    • G06E1/00G06E3/00G06F15/18G06G7/00
    • G05B17/02C12P7/06Y02E50/17
    • System and method for managing a biofuel production process. An integrated dynamic multivariate predictive model is provided that includes a continuous process model representing a continuous process of the biofuel production process, a batch process model representing a batch process of the biofuel production process, and a continuous simulation framework. The batch process model interacts with the continuous process model as a nonlinear continuous process via the framework using bridging equations. An objective is received, as is constraint information specifying constraints for the biofuel production process, where the constraints are in terms of the framework, and process information related to the batch and continuous processes. The integrated model is executed per the objective using the process information as input, generating target values for variables related to the batch and continuous processes per the objective and subject to the constraints, and used to control the batch and continuous processes substantially optimally.
    • 管理生物燃料生产过程的系统和方法。 提供了一种综合的动态多变量预测模型,其包括代表生物燃料生产过程的连续过程的连续过程模型,代表生物燃料生产过程的分批过程的分批过程模型和连续模拟框架。 批处理模型通过框架使用桥接方程与连续过程模型作为非线性连续过程进行交互。 收到一个目标,同样的约束信息指定了生物燃料生产过程的约束条件,其中约束在框架上,以及与批次和连续过程相关的过程信息。 使用过程信息作为输入,根据目标执行集成模型,为每个目标产生与批次和连续过程相关的变量的目标值,并受制约,并用于基本上最佳地控制批次和连续过程。
    • 8. 发明授权
    • Process control system using spatially dependent data for controlling a web-based process
    • 使用空间相关数据的过程控制系统用于控制基于Web的过程
    • US07882049B2
    • 2011-02-01
    • US12194440
    • 2008-08-19
    • L. Paul Collette, IIIW. Douglas Johnson
    • L. Paul Collette, IIIW. Douglas Johnson
    • G06F15/18G06N5/00
    • G05B13/027G05B2219/32193G05B2219/33021G05B2219/33027Y02P90/22
    • System and method for controlling a process with spatially dependent conditions for producing a product with spatially dependent properties, e.g., a web/sheet-based process for producing a web/sheet-based product. Input data comprising a plurality of input data sets are provided to a neural network (analog or computer-based), each data set comprising values for one or more input parameters, each comprising a respective process condition or product property. The input data preserve spatial relationships of the input data. The neural network generates output data in accordance with the input data, the output data comprising a plurality of output data sets, each comprising values for one or more output parameters, each comprising a predicted process condition or product property. The output data preserve spatial relationships of the output data, which correspond to the spatial relationships of the input data. The output data are useable by a controller or operator to control the process.
    • 用于控制具有空间依赖条件的方法的系统和方法,用于生产具有空间依赖性质的产品,例如用于生产基于网/片的产品的基于网/片的方法。 包括多个输入数据集的输入数据被提供给神经网络(基于模拟或基于计算机的),每个数据集包括一个或多个输入参数的值,每个包括相应的处理条件或产品属性。 输入数据保留输入数据的空间关系。 所述神经网络根据所述输入数据生成输出数据,所述输出数据包括多个输出数据组,每个输出数据组包括一个或多个输出参数的值,每个包括预测过程条件或产品属性。 输出数据保留与输入数据的空间关系对应的输出数据的空间关系。 输出数据可由控制器或操作者用来控制过程。
    • 10. 发明授权
    • Induction motor analysis and control method
    • 感应电机分析与控制方法
    • US07868581B2
    • 2011-01-11
    • US12039602
    • 2008-02-28
    • Wei QianHaihui LuThomas A. Nondahl
    • Wei QianHaihui LuThomas A. Nondahl
    • H02P27/16
    • H02P23/14H02P27/16Y10S388/917
    • An induction motor controller that may include three phase paths leading from a power input to a power output, a solid-state switching device interposed between the power input and the power output on each of the three phase paths, a voltage sensor coupled to two of the phase paths between the solid-state switching device and the power input, a current sensor on one of the phase paths, a processor communicatively coupled to the voltage sensor, the current sensor, and the solid state switching device; and a memory coupled to the processor. The processor may be configured to calculate a motor parameter based on a signal from the voltage sensor and a signal from the current sensor and store the calculated motor parameter in memory.
    • 一种感应电动机控制器,其可以包括从电力输入到功率输出的三相路径,插在电源输入端和三相路径中的每一个上的功率输出端之间的固态开关装置, 固态开关器件和功率输入之间的相位路径,在一个相位路径上的电流传感器,通信地耦合到电压传感器,电流传感器和固态开关器件的处理器; 以及耦合到处理器的存储器。 处理器可以被配置为基于来自电压传感器的信号和来自电流传感器的信号来计算电动机参数,并将计算的电动机参数存储在存储器中。