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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
Source PublicationIEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
2017-06-01
Volume64Issue:6Pages:4935-4944
SubtypeArticle
AbstractIn 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.
KeywordAdaptive/approximate Dynamic Programming Adaptive Critic Control Disturbance Attenuation Intelligent Control Neural Identification Smart Microgrid
WOS HeadingsScience & Technology ; Technology
DOI10.1109/TIE.2017.2674633
WOS KeywordLOAD-FREQUENCY CONTROL ; H-INFINITY CONTROL ; POLICY ITERATION ; ROBUST-CONTROL ; POWER-SYSTEMS ; GENERATION ; STABILITY ; DESIGN ; GAMES
Indexed BySCI
Language英语
Funding OrganizationNational 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 Research AreaAutomation & Control Systems ; Engineering ; Instruments & Instrumentation
WOS SubjectAutomation & Control Systems ; Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS IDWOS:000401328500062
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/15101
Collection复杂系统管理与控制国家重点实验室_平行控制
Affiliation1.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
Recommended Citation
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.
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