A journal of IEEE and CAA , publishes
high-quality papers in English on original
theoretical/experimental research
and development in all areas of automation
Volume 13
Issue 8
IEEE/CAA Journal of Automatica Sinica
| Citation: | J.-G. Zhao, D. Wang, J. Zhao, and G. Chen, “Data-driven reinforcement learning and approximate optimal control for linear time-varying systems,” IEEE/CAA J. Autom. Sinica, vol. 13, no. 8, pp. 1997–1999, Aug. 2026. doi: 10.1109/JAS.2025.125639
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| [1] |
D. Wang, N. Gao, D. Liu, J. Li, and F. Lewis, “Recent progress in reinforcement learning and adaptive dynamic programming for advanced control applications,” IEEE/CAA J. Autom. Sinica, vol. 11, no. 1, pp. 18–36, 2024. doi: 10.1109/JAS.2023.123843
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| [2] |
P. Gong and Q.-L. Han, “Distributed fixed-time optimization for second-order nonlinear multiagent systems: State and output feedback designs,” IEEE Trans. Autom. Control, vol. 69, no. 5, pp. 3198–3205, 2024. doi: 10.1109/TAC.2023.3318202
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| [3] |
D. Kleinman and M. Athans, “The design of suboptimal linear time-varying systems,” IEEE Trans. Autom. Control, vol. 13, no. 2, pp. 150–159, 1968. doi: 10.1109/TAC.1968.1098852
|
| [4] |
Z. Pang, Y. Zhang, X. Sun, S. Gao, and G. Liu, “Data-driven adaptive predictive control method with autotuned weighting factor for nonlinear systems using triangular dynamic linearization,” IEEE/CAA J. Autom. Sinica, vol. 11, no. 8, pp. 1880–1882, 2024. doi: 10.1109/JAS.2023.124179
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| [5] |
D. Liu, S. Xue, B. Zhao, B. Luo, and Q. Wei, “Adaptive dynamic programming for control: A survey and recent advances,” IEEE Trans. Syst. Man Cybern. Syst., vol. 51, no. 1, pp. 142–160, 2021. doi: 10.1109/TSMC.2020.3042876
|
| [6] |
L. Ye, Z. Zhao, and F. Liu, “Reinforcement learning for finite-Horizon h∞ tracking control of unknown discrete linear time-varying system,” IEEE Trans. Syst. Man Cybern. Syst., vol. 54, no. 10, pp. 6385–6396, 2024. doi: 10.1109/TSMC.2024.3431453
|
| [7] |
J. Sun and Z. Xu, “A novel approximate dynamic programming structure for optimal control of discrete-time time-varying nonlinear systems,” IEEE Trans. Circuits Syst. II, Exp. Briefs, vol. 71, no. 8, pp. 3835–3839, 2024.
|
| [8] |
Q. Wei, Z. Liao, Z. Yang, B. Li, and D. Liu, “Continuous-time time-varying policy iteration,” IEEE Trans. Cybern., vol. 50, no. 12, pp. 4958–4971, 2020. doi: 10.1109/TCYB.2019.2926631
|
| [9] |
B. Pang, Z. P. Jiang, and I. Mareels, “Reinforcement learning for adaptive optimal control of continuous-time linear periodic systems,” Automatica, vol. 118, Art. no. 109035, 2020. doi: 10.1016/j.automatica.2020.109035
|
| [10] |
D. Kleinman, “Suboptimal design of linear regulator systems subject to computer storage limitations,” Ph.D. Dissertation, Massachusetts Institute of Technology, Cambridge, USA, 1967.
|
| [11] |
G. Garcia, S. Tarbouriech, and J. Bernussou, “Finite-time stabilization of linear time-varying continuous systems,” IEEE Trans. Autom. Control, vol. 54, no. 2, pp. 364–369, 2009. doi: 10.1109/TAC.2008.2008325
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