Knowledge Commons of Institute of Automation,CAS
Intelligent Critic Control With Disturbance Attenuation for Affine Dynamics Including an Application to a Microgrid System | |
Wang, Ding1,2,3,4; He, Haibo4; Mu, Chaoxu3; Liu, Derong5 | |
发表期刊 | IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS |
2017-06-01 | |
卷号 | 64期号:6页码:4935-4944 |
文章类型 | Article |
摘要 | In this paper, a computationally efficient framework for intelligent critic control design and application of continuous-time input-affine systems is established with the purpose of disturbance attenuation. The described problem is formulated as a two-player zero-sum differential game and the adaptive critic mechanism with intelligent component is employed to solve the minimax optimization problem. First, a neural identifier is developed to reconstruct the unknown dynamical information incorporating stability analysis. Next, the optimal control law and the worst-case disturbance law are designed by introducing and tuning a critic neural network. Moreover, the closed-loop system is proved to possess the uniform ultimate boundedness. At last, the present method is applied to a smart microgrid and then is further adopted to control a general nonlinear system via simulation, thereby substantiating the performance of disturbance attenuation. |
关键词 | Adaptive/approximate Dynamic Programming Adaptive Critic Control Disturbance Attenuation Intelligent Control Neural Identification Smart Microgrid |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1109/TIE.2017.2674633 |
关键词[WOS] | LOAD-FREQUENCY CONTROL ; H-INFINITY CONTROL ; POLICY ITERATION ; ROBUST-CONTROL ; POWER-SYSTEMS ; GENERATION ; STABILITY ; DESIGN ; GAMES |
收录类别 | SCI |
语种 | 英语 |
项目资助者 | National Natural Science Foundation of China(U1501251 ; Beijing Natural Science Foundation(4162065) ; Tianjin Natural Science Foundation(14JC-QNJC05400) ; U.S. National Science Foundation(ECCS 1053717) ; Early Career Development Award of SKLMCCS ; Research Fund of the Tianjin Key Laboratory of Process Measurement and Control(TKLPMC201612) ; 61533017 ; 61233001 ; 61304018 ; 51529701 ; 61520106009) |
WOS研究方向 | Automation & Control Systems ; Engineering ; Instruments & Instrumentation |
WOS类目 | Automation & Control Systems ; Engineering, Electrical & Electronic ; Instruments & Instrumentation |
WOS记录号 | WOS:000401328500062 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/15101 |
专题 | 多模态人工智能系统全国重点实验室_复杂系统智能机理与平行控制团队 |
作者单位 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 100049, Peoples R China 3.Tianjin Univ, Sch Elect & Informat Engn, Tianjin Key Lab Proc Measurement & Control, Tianjin 300072, Peoples R China 4.Univ Rhode Isl, Dept Elect Comp & Biomed Engn, Kingston, RI 02881 USA 5.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Wang, Ding,He, Haibo,Mu, Chaoxu,et al. Intelligent Critic Control With Disturbance Attenuation for Affine Dynamics Including an Application to a Microgrid System[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,2017,64(6):4935-4944. |
APA | Wang, Ding,He, Haibo,Mu, Chaoxu,&Liu, Derong.(2017).Intelligent Critic Control With Disturbance Attenuation for Affine Dynamics Including an Application to a Microgrid System.IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,64(6),4935-4944. |
MLA | Wang, Ding,et al."Intelligent Critic Control With Disturbance Attenuation for Affine Dynamics Including an Application to a Microgrid System".IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 64.6(2017):4935-4944. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
[J-2017-TIE] Intelli(728KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论