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Neural servocontroller for nonlinear MIMO plant

机译:非线性mImO设备的神经伺服控制器

摘要

A design of a neural servocontroller for a nonlinear MIMO plant has been presented. The control scheme is essentially an error feedback system. However, it also uses the variables representing the plant operating point. Integrators are used in the control loop to ensure low frequency setpoint following and disturbance rejection, and enhance the robustness of the scheme. The neurocontroller may be trained either (a) to minimise a quadratic loss function composed of the filtered setpoint error and the filtered plant input or (b) to induce the closed loop system to follow the output of a reference model. The training is conducted offline for a class of setpoints conforming to the normal operating condition of the plant. Results of simulation studies are also reported
机译:提出了一种用于非线性MIMO装置的神经伺服控制器的设计。该控制方案实质上是一个错误反馈系统。但是,它也使用代表工厂运行点的变量。积分器用于控制回路中,以确保低频设定值跟随和干扰抑制,并增强该方案的鲁棒性。可以训练神经控制器(a)最小化由滤波后的设定点误差和滤波后的工厂输入组成的二次损失函数,或(b)诱导闭环系统跟随参考模型的输出。培训是针对符合工厂正常运行条件的一类设定值进行的离线培训。还报告了模拟研究的结果

著录项

  • 作者

    Ahmed M.S.; Tasadduq I.A.;

  • 作者单位
  • 年度 1998
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  • 原文格式 PDF
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