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    • 34. 发明授权
    • Actuator performance monitoring system
    • 执行器性能监控系统
    • US07881880B2
    • 2011-02-01
    • US12416670
    • 2009-04-01
    • Ravi RajamaniAllan J. Volponi
    • Ravi RajamaniAllan J. Volponi
    • G01B3/44
    • G05B23/0235
    • A method for monitoring performance of an actuator is provided that includes the steps of: 1) determining an actuator response time constant in a control system, which actuator response time constant is representative of a task time taken by the actuator to complete a selected percentage of a task; 2) determining a rate of change of the actuator response time constant over a predetermined number of events; 3) determining a fault value indicative of when the actuator response time constant will equal or exceed an error time constant using the determined rate of change of the actuator response time constant; and 4) outputting a signal from the control system representative of the determined fault value.
    • 提供了一种用于监视致动器的性能的方法,其包括以下步骤:1)确定控制系统中的致动器响应时间常数,所述致动器响应时间常数表示致动器完成选定百分比的任务时间 一个任务; 2)确定在预定数量的事件上的致动器响应时间常数的变化率; 3)使用确定的致动器响应时间常数的变化率来确定指示致动器响应时间常数何时等于或超过误差时间常数的故障值; 以及4)输出来自所述控制系统的表示所确定的故障值的信号。
    • 39. 发明授权
    • Controller with neural network for estimating gas turbine internal cycle
parameters
    • 具有用于估计燃气轮机内循环参数的神经网络的控制器
    • US5857321A
    • 1999-01-12
    • US661688
    • 1996-06-11
    • Ravi RajamaniNicolas Wadih ChbatTodd Alan Ashley
    • Ravi RajamaniNicolas Wadih ChbatTodd Alan Ashley
    • F02C9/22F02C9/28F02C9/00
    • F02C9/28F02C9/22
    • A gas turbine control system includes a controller that is coupled to actuator systems that govern operation of the gas turbine. The controller includes a processor for generating respective actuator control signals in correspondence with a plurality of turbine operating condition signals; the controller includes at least one neural network estimator that is trained to generate an estimated turbine operating condition signal. The neural network estimator typically has one or more hidden neuron layers that are coupled together in a feedforward structure, a recurrent neural network architecture. The estimated turbine operating condition signal generated by the neural network estimator typically, but not necessarily, represents a turbine internal cycle operating parameter for which the turbine has no corresponding operating parameter sensor.
    • 燃气轮机控制系统包括耦合到控制燃气轮机的操作的致动器系统的控制器。 该控制器包括一个处理器,用于产生与多个涡轮机操作条件信号对应的各个致动器控制信号; 所述控制器包括至少一个经过训练以产生估计的涡轮机运行状态信号的神经网络估计器。 神经网络估计器通常具有一个或多个在前馈结构中耦合在一起的隐藏神经元层,即复现神经网络架构。 由神经网络估计器生成的估计的涡轮机运行状态信号通常但不一定代表涡轮机内循环运行参数,涡轮机没有相应的运行参数传感器。