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Optimal Control Applications and Methods
Article . 2021 . Peer-reviewed
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Article . 2023
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Data‐based robust optimal control of discrete‐time systems with uncertainties via adaptive dynamic programming

Data-based robust optimal control of discrete-time systems with uncertainties via adaptive dynamic programming
Authors: Yang Liu; Zuoxia Xing; Zhe Chen; Jian Xu;

Data‐based robust optimal control of discrete‐time systems with uncertainties via adaptive dynamic programming

Abstract

AbstractIn this article, a new data‐based adaptive dynamic programming algorithm is proposed to solve the optimal control policy for discrete‐time systems with uncertainties. Firstly, for uncertain systems, the corresponding Hamiltonian function is designed, and then the robust adaptive dynamic programming algorithm is obtained. Next, by using the input and output data of the system, the data‐based Bellman equation is constructed, and the data‐based robust adaptive dynamic programming algorithm is derived, which does not require the accurate model of the system. Finally, a simulation example shows the effectiveness of the proposed algorithm.

Related Organizations
Keywords

optimal control, Discrete-time control/observation systems, Adaptive control/observation systems, data-based control, Dynamic programming in optimal control and differential games, Sensitivity (robustness), adaptive dynamic programming, robust control

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
11
Top 10%
Average
Top 10%
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