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Optimization of Markov jump linear system with controlled modes jump probabilities |
Yankai XU( ), Xi CHEN |
| Tsinghua National Laboratory for Information Science and Technology, Center for Intelligent and Networked Systems, Department of Automation, Tsinghua University |
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Abstract The optimal control of a Markov jump linear quadratic model with controlled jump probabilities of modes is investigated. Two kinds of mode control policies, i.e., open-loop control policy and closed-loop control policy, are considered. Using the concepts of policy iteration and performance potential, the sufficient condition needed for the optimal closed-loop control policy to perform better than the optimal open-loop control policy is proposed. The condition is helpful for the design of an optimal controller. Furthermore, an efficient algorithm to construct a closed-loop control policy, which is better than the optimal open-loop control policy, is given with policy iteration.
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Markov jump system
optimal control
policy iteration
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Corresponding Author(s):
XU Yankai,Email:xuyankai99@mails.thu.edu.cn
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Issue Date: 05 March 2009
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| 1 |
ChengD Z, GuoY Q. Advances on switched systems. Control Theory and Applications , 2005, 22(6): 954–960 (in Chinese)
|
| 2 |
Abou-kandilH, De SmetO, FreilingG, . Flow control in a failure-prone multi-machine manufacturing system. In: Proceedings of INRIA/IEEE Symposium on Emerging Technologies and Factory Automation . 1995, 2: 575–583 doi: 10.1109/ETFA.1995.496697
|
| 3 |
BoukasE K, ShiP, AndijaniA. Robust inventory-production control problem with stochastic demand. Optimal Control Applications and Methods , 1999, 20(1): 1–20 doi: 10.1002/(SICI)1099-1514(199901/02)20:1<1::AID-OCA642>3.0.CO;2-L
|
| 4 |
JiY, ChizeckH J. Controllability, stabilizability, and continuous-time Markovian jump linear quadratic control. IEEE Transactions on Automatic Control , 1990, 35(7): 777–788 doi: 10.1109/9.57016
|
| 5 |
CostaO, FragosoM D, MarquesR P. Discrete-Time Markov Jump Linear Systems. London: Springer-Verlag, 2005
|
| 6 |
XueF, GuoL. Necessary and sufficient conditions for adaptive stabilizability of jump linear systems. Communications in Information and Systems , 2001, 1(2): 205–224
|
| 7 |
ZhangL J, LiC W, ChengD Z. Robust adaptive control of Markov jump systems with parameter uncertainties. Control and Decision , 2005, 20(9): 1030–1033 (in Chinese)
|
| 8 |
LiuF. Robust L2-L∞ filtering for uncertain jump systems. Control and Decision , 2005, 20(1): 32–35 (in Chinese)
|
| 9 |
LiuF, ZhangX H. Robust control for jump systems with L2 gain constraints. Control Theory and Applications , 2006, 23(3): 373–377 (in Chinese)
|
| 10 |
LiuF, SuH Y, ChuJ. Robust positive real control of Markov jump systems with parametric uncertainties. Acta Automatica Sinica , 2003, 29(5): 761–766 (in Chinese)
|
| 11 |
JiY, ChizeckH J. Optimal quadratic control of jump linear systems with separately controlled transition probabilities. International Journal of Control , 1989, 49(2): 481–491
|
| 12 |
BoukasE K, LiuZ K. Jump linear quadratic regulator with controlled jump rates. IEEE Transactions on Automatic Control , 2001, 46(2): 301–305 doi: 10.1109/9.905698
|
| 13 |
XuY K, ChenX. Discrete-time JLQG with dependently controlled jump probabilities. In: Proceedings of IEEE 22nd International Symposium on Intelligent Control, Singapore . 2007: 441–445
|
| 14 |
CaoX R. Stochastic Learning and Optimization: A Sensitivity-Based Approach. New York: Springer, 2007
|
| 15 |
ZhangK J, XuY K, ChenX, . Policy iteration based feedback control. Automatica , 2008, 44(4): 1055–1061 doi: 10.1016/j.automatica.2007.08.014
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