An experimental study on inverse adaptive neural fuzzy control for nonlinear systems

Tavoosi Jafar

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An experimental study on inverse adaptive neural fuzzy control for nonlinear systems

机译：非线性系统反应性神经模糊控制的实验研究

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In this paper, a type-2 fuzzy neural network is used to adaptive inverse control of a class of nonlinear systems. The proposed method has proper performance for real-time control of nonlinear and time-invariant systems and has a quick response to following changes. In this method, the high approximation ability of type 2 fuzzy systems is used to reverse system modeling and this inverse model is used immediately to control the system. In order to measure the efficiency of the proposed method, the control of dynamic, highly nonlinear and time varying water both temperature system with certain and uncertain water pressure is experimentally considered. The results show the accuracy of the proposed method.

机译：在本文中，2型模糊神经网络用于自适应一类非线性系统的逆控制。该方法具有适当的性能，用于实时控制非线性和时间不变系统，并且对以下更改具有快速响应。在该方法中，2型模糊系统的高近似能力用于反向系统建模，并立即使用该逆模型来控制系统。为了测量所提出的方法的效率，实验考虑了具有特定和不确定水压的动态，高度非线性和时变水的动态，高度非线性和时变水的控制。结果表明了所提出的方法的准确性。

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《International journal of knowledge-based and intelligent engineering systems》 |2020年第2期|135-143|共9页
作者
Tavoosi Jafar;
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作者单位

Department of Electrical Engineering Faculty of Engineering Ilam University Ilam Iran |;

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正文语种 eng
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关键词
Water bath temperature system; inverse control; type-2 fuzzy neural; uncertainty;

机译：水浴温度系统;反控制;2型模糊神经;不确定性;

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1. Improved Adaptive Sliding Mode Control for a Class of Uncertain Nonlinear Systems Subjected to Input Nonlinearity via Fuzzy Neural Networks [J] . Nguyen Tat-Bao-Thien, Liao Teh-Lu, Yan Jun-Juh Mathematical Problems in Engineering . 2015,第PTa6期

机译：一类不确定非线性系统的改进自适应滑模控制。
2. Output feedback direct adaptive neural network control for uncertain SISO nonlinear systems using a fuzzy estimator of the control error [J] . Mohamed Chemachema Neural Networks: The Official Journal of the International Neural Network Society . 2013,第Null期

机译：不确定SISO非线性系统的输出反馈直接自适应神经网络控制的模糊估计。
3. Output feedback direct adaptive neural network control for uncertain SISO nonlinear systems using a fuzzy estimator of the control error [J] . Mohamed Chemachema Neural Networks: The Official Journal of the International Neural Network Society . 2012,第Deca期

机译：不确定SISO非线性系统的输出反馈直接自适应神经网络控制的模糊估计。
4. Nonlinear Hybrid Adaptive Inverse Control Using Neural Fuzzy System And Its Application To CSTR Systems [C] . Jia Li, Yu Jinshou World Congress on Intelligent Control and Automation; 20020610-14; Shanghai(CN) . 2002

机译：神经模糊系统的非线性混合自适应逆控制及其在CSTR系统中的应用
5. Inverse optimal control for dynamic neural networks (DNN) with applications to control design for a class of nonlinear systems. [D] . Liu, Ziqian. 2005

机译：动态神经网络（DNN）的逆最优控制及其在一类非线性系统的控制设计中的应用。
6. Fuzzy Counter Propagation Neural Network Control for a Class of Nonlinear Dynamical Systems [O] . Vandana Sakhre, Sanjeev Jain, Vilas S. Sapkal, 2015

机译：一类非线性动力系统的模糊对向传播神经网络控制
7. Improved Adaptive Sliding Mode Control for a Class of Uncertain Nonlinear Systems Subjected to Input Nonlinearity via Fuzzy Neural Networks [O] . Tat-Bao-Thien Nguyen, Teh-Lu Liao, Jun-Juh Yan 2015

机译：通过模糊神经网络改进了一类经历输入非线性的不确定非线性系统的自适应滑模控制

An experimental study on inverse adaptive neural fuzzy control for nonlinear systems

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