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MIXED EQUILIBRIUM SOLUTION OF TIME-INCONSISTENT STOCHASTIC LINEAR-QUADRATIC PROBLEM
Ni, Yuan-Hua1; Li, Xun2; Zhang, Ji-Feng3,4; Krstic, Miroslav5
2019
Source PublicationSIAM JOURNAL ON CONTROL AND OPTIMIZATION
ISSN0363-0129
Volume57Issue:1Pages:533-569
AbstractIn this paper, we propose a novel equilibrium solution notion for the time-inconsistent stochastic linear-quadratic problem. This notion is called the mixed equilibrium solution, which consists of two parts: a pure-feedback-strategy part and an open-loop-control part. When the purefeedback-strategy part is zero or the open-loop-control part does not depend on the initial state, the mixed equilibrium solution reduces to the open-loop equilibrium control and the feedback equilibrium strategy, respectively. Using a maximum-principle-like methodology with forward-backward stochastic difference equations, a necessary and sufficient condition is established to characterize the existence of a mixed equilibrium solution. Then, by decoupling the forward-backward stochastic difference equations, three sets of difference equations, which together portray the existence of a mixed equilibrium solution, are obtained. Moreover, the case with a fixed time-state initial pair and the case with all the initial pairs are separately investigated. Furthermore, an example is constructed to show that the mixed equilibrium solution exists for all the initial pairs, although neither the open-loop equilibrium control nor the feedback equilibrium strategy exists for some initial pairs.
Keywordtime inconsistency stochastic linear-quadratic optimal control mean-field optimal control forward-backward stochastic difference equation equilibrium solution
DOI10.1137/18M1177068
Language英语
Funding ProjectNational Natural Science Foundation of China[61227902] ; National Natural Science Foundation of China[11471242] ; National Natural Science Foundation of China[61773222] ; National Natural Science Foundation of China[61877057] ; Hong Kong RGC[15224215] ; Hong Kong RGC[15255416]
WOS Research AreaAutomation & Control Systems ; Mathematics
WOS SubjectAutomation & Control Systems ; Mathematics, Applied
WOS IDWOS:000460129700021
PublisherSIAM PUBLICATIONS
Citation statistics
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/33444
Collection系统科学研究所
Corresponding AuthorZhang, Ji-Feng
Affiliation1.Nankai Univ, Coll Artificial Intelligence, Tianjin 300350, Peoples R China
2.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
4.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
5.Univ Calif San Diego, Dept Mech & Aerosp Engn, La Jolla, CA 92093 USA
Recommended Citation
GB/T 7714
Ni, Yuan-Hua,Li, Xun,Zhang, Ji-Feng,et al. MIXED EQUILIBRIUM SOLUTION OF TIME-INCONSISTENT STOCHASTIC LINEAR-QUADRATIC PROBLEM[J]. SIAM JOURNAL ON CONTROL AND OPTIMIZATION,2019,57(1):533-569.
APA Ni, Yuan-Hua,Li, Xun,Zhang, Ji-Feng,&Krstic, Miroslav.(2019).MIXED EQUILIBRIUM SOLUTION OF TIME-INCONSISTENT STOCHASTIC LINEAR-QUADRATIC PROBLEM.SIAM JOURNAL ON CONTROL AND OPTIMIZATION,57(1),533-569.
MLA Ni, Yuan-Hua,et al."MIXED EQUILIBRIUM SOLUTION OF TIME-INCONSISTENT STOCHASTIC LINEAR-QUADRATIC PROBLEM".SIAM JOURNAL ON CONTROL AND OPTIMIZATION 57.1(2019):533-569.
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