An adaptive state feedback controller based on SVR for nonlinear systems

Kemal Uçak, Gülay Öke Günel
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引用次数: 1

Abstract

In this study, generalized self-tuning regulator (STR) based on support vector regression (SVR) which was previously introduced is deployed to design a state feedback controller so as to control a nonlinear bioreactor system. The parameters of the state feedback controller used in the controller block are adjusted via SVR based parameter estimator and system model blocks. The performance evaluation of the controller has been examined by simulations carried out on a nonlinear bioreactor system.
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基于SVR的非线性系统自适应状态反馈控制器
本研究利用之前介绍的基于支持向量回归(SVR)的广义自整定调节器(STR)设计状态反馈控制器,对非线性生物反应器系统进行控制。通过基于SVR的参数估计器和系统模型块对控制器块中使用的状态反馈控制器的参数进行调整。通过对一个非线性生物反应器系统的仿真,验证了控制器的性能评价。
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