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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Hao Xu Jagannathan, S. |
| Copyright Year | 2013 |
| Description | Author affiliation: Dept. of Electr. & Comput. Eng., Missouri Univ. of Sci. & Technol., Rolla, MO, USA (Hao Xu; Jagannathan, S.) |
| Abstract | In this paper, finite horizon stochastic optimal control issue has been studied for linear networked control system (LNCS) in the presence of network imperfections such as network-induced delays and packet losses by using adaptive dynamic programming (ADP) approach. Due to an uncertainty in system dynamics resulting from network imperfections, the stochastic optimal control design uses a novel adaptive estimator (AE) to solve the optimal regulation of uncertain LNCS in a forward-in-time manner in contrast with backward-in-time Riccati equation-based optimal control with known system dynamics. Tuning law for unknown parameters of AE has been derived. Lyapunov theory is used to show that all the signals are uniformly ultimately bounded (UUB) with ultimate bounds being a function of initial values and final time. In addition, the estimated control input converges to optimal control input within finite horizon. Simulation results are included to show the effectiveness of the proposed scheme. |
| Starting Page | 24 |
| Ending Page | 30 |
| File Size | 389156 |
| Page Count | 7 |
| File Format | |
| ISBN | 9781467359252 |
| ISSN | 23251824 |
| DOI | 10.1109/ADPRL.2013.6614985 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-04-16 |
| Publisher Place | Singapore |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Stochastic Optimal Control Estimation error Adaptive Estimator Finite horizon Adaptive systems Optimal control Packet loss Adaptive Dynamics Programming and Reinforcement learning Delays Networked Control System Equations |
| Content Type | Text |
| Resource Type | Article |
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