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A Linear Quadratic Regulation Controller Based on Radial Basis Function Network Approximation
Liu C(刘超); Xu T(徐腾); Wei W(魏炜); Sun HM(孙何敏); Hou YH(侯永辉)
2024-10-31
Source PublicationElectronics
Volume13Issue:21Pages:4279-4294
Abstract

This paper proposes a linear quadratic regulation(LQR)tracking control method based on a radial basis function(RBF)that successfully compensates for the shortcomings of the LQR method.

The LQR method depends on the linearity of a model.Specifically,an RBF neural network is used to approximate and compensate for the nonlinear part of a controlled object in the PID type-I,type-II and type-III control loops to improve the performance of the system.

Through the simulation of different industrial systems,such as underdamped,overdamped and critically damped systems,the method significantly improves the dynamic response performance indices,such as the rise time and settling time,of the system.

Keywordlinear quadratic regulation radial basis function dynamic response performance
Subject Area天文技术与方法
Language英语
Document Type期刊论文
Identifierhttp://ir.niaot.ac.cn/handle/114a32/2245
Collection中国科学院南京天文光学技术研究所知识成果
期刊论文
Affiliation南京天文光学技术研究所
Recommended Citation
GB/T 7714
Liu C,Xu T,Wei W,et al. A Linear Quadratic Regulation Controller Based on Radial Basis Function Network Approximation[J]. Electronics,2024,13(21):4279-4294.
APA Liu C,Xu T,Wei W,Sun HM,&Hou YH.(2024).A Linear Quadratic Regulation Controller Based on Radial Basis Function Network Approximation.Electronics,13(21),4279-4294.
MLA Liu C,et al."A Linear Quadratic Regulation Controller Based on Radial Basis Function Network Approximation".Electronics 13.21(2024):4279-4294.
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