| 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)
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| 2024-10-31 | |
| Source Publication | Electronics
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| Volume | 13Issue: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. |
| Keyword | linear 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 |
| Identifier | http://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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| A Linear Quadratic R(489KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
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