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Neural Stabilization/Excitation Control of a High-Order Power System by Adaptive Feedback Linearization

机译:基于maTLaB的高阶电力系统神经稳定/励磁控制   自适应反馈线性化

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摘要

This paper discusses the systematic design of an adaptive feedbacklinearizing neurocontroller for a high-order model of the synchronousmachine/infinite bus power system. The power system is first modelled as aninput-output nonlinear discrete-time system approximated by two neuralnetworks. The approach allows a simple linear pole-placement controller (whichis itself not a neural network) to be designed. The control law is specifiedsuch that the controller adaptively calculates an appropriate feedbacklinearizing control law at each sampling instant by utilizing plant parameterestimates provided by the neural system model. The control system also adaptsitself on-line. This avoids the requirement for exact knowledge of the powersystem dynamics and full state measurement as well as other difficultiesassociated with implementing analytical input-output feedback linearizingcontrol for a complex power system model. Furthermore, a departure is made fromthe `ad hoc' manner in which many neural controllers have been designed forpower systems; the approach used here has foundations in control theoreticconcepts of adaptive feedback linearization and pole-placement control design. Simulation results demonstrate the performance of this controller for arepresentative example of a single-machine/infinite bus power systemconfiguration under various operational conditions.
机译:本文讨论了用于同步电机/无限母线电力系统的高阶模型的自适应反馈线性化神经控制器的系统设计。首先将电力系统建模为由两个神经网络近似的输入-输出非线性离散时间系统。该方法允许设计一个简单的线性极点放置控制器(它本身不是神经网络)。指定控制律,以便控制器通过利用神经系统模型提供的工厂参数估计值,在每个采样时刻自适应地计算适当的反馈线性化控制律。控制系统也可以在线自适应。这避免了对电力系统动力学和全状态测量的准确了解以及与为复杂电力系统模型实施分析性输入-输出反馈线性化控制相关的其他困难。此外,与“临时”方式有所不同,在临时方式中,许多神经控制器已被设计用于电力系统。该方法在自适应反馈线性化和极点控制设计的控制理论概念上有基础。仿真结果证明了该控制器在各种运行条件下的单机/无限总线电源系统配置的典型示例的性能。

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  • 年度 2000
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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