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2013 | OriginalPaper | Buchkapitel

4. Quadratic Optimal Control with Complete Observations

verfasst von : Oswaldo L.V. Costa, Marcelo D. Fragoso, Marcos G. Todorov

Erschienen in: Continuous-Time Markov Jump Linear Systems

Verlag: Springer Berlin Heidelberg

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Abstract

This chapter focuses on one of the few cases of stochastic control problems with an actual explicit solution. It deals with the quadratic optimal control problem for continuous-time MJLS in the usual finite- and infinite-horizon framework. It is assumed that both the state variable x(t) and jump variable θ(t) are available to the controller. The setup adopted in this chapter is based on Dynkin’s formula for the resulting Markov process obtained from the state x(t) and Markov chain θ(t). Under this approach, we consider the class of admissible controllers as those in a feedback form (on x(t) and θ(t)) satisfying a Lipschitz condition. It is shown that the solution for the problems relies, in part, on the study of a finite set of coupled differential and algebraic Riccati equations (CDRE and CARE, respectively).

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Literatur
5.
Zurück zum Zitat H. Abou-Kandil, G. Freiling, G. Jank, Solution and asymptotic behaviour of coupled Riccati equations in jump linear systems. IEEE Transactions on Automatic Control 39, 1631–1636 (1994) MathSciNetMATHCrossRef H. Abou-Kandil, G. Freiling, G. Jank, Solution and asymptotic behaviour of coupled Riccati equations in jump linear systems. IEEE Transactions on Automatic Control 39, 1631–1636 (1994) MathSciNetMATHCrossRef
6.
Zurück zum Zitat H. Abou-Kandil, G. Freiling, G. Jank, On the solution of discrete-time Markovian jump linear quadratic control problems. Automatica 31, 765–768 (1995) MathSciNetMATHCrossRef H. Abou-Kandil, G. Freiling, G. Jank, On the solution of discrete-time Markovian jump linear quadratic control problems. Automatica 31, 765–768 (1995) MathSciNetMATHCrossRef
13.
Zurück zum Zitat K.J. Åström, Introduction to Stochastic Control Theory (Academic Press, New York, 1970) MATH K.J. Åström, Introduction to Stochastic Control Theory (Academic Press, New York, 1970) MATH
16.
Zurück zum Zitat J. Baczynski, M.D. Fragoso, Maximal solution to algebraic Riccati equations linked to infinite Markov jump linear systems. Mathematics of Control. Signals and Systems 20, 157–172 (2008) MathSciNetMATHCrossRef J. Baczynski, M.D. Fragoso, Maximal solution to algebraic Riccati equations linked to infinite Markov jump linear systems. Mathematics of Control. Signals and Systems 20, 157–172 (2008) MathSciNetMATHCrossRef
17.
Zurück zum Zitat J. Baczynski, M.D. Fragoso, Maximal versus strong solution of algebraic Riccati equations arising in infinite Markov jump linear systems. Systems & Control Letters 57, 246–254 (2008) MathSciNetMATHCrossRef J. Baczynski, M.D. Fragoso, Maximal versus strong solution of algebraic Riccati equations arising in infinite Markov jump linear systems. Systems & Control Letters 57, 246–254 (2008) MathSciNetMATHCrossRef
23.
Zurück zum Zitat R. Bellman, Dynamic Programming (Princeton University Press, Princeton, 1957) MATH R. Bellman, Dynamic Programming (Princeton University Press, Princeton, 1957) MATH
33.
Zurück zum Zitat W.P. Blair, D.D. Sworder, Feedback control of a class of linear discrete systems with jump parameters and quadratic cost criteria. International Journal of Control 21, 833–844 (1975) MathSciNetMATHCrossRef W.P. Blair, D.D. Sworder, Feedback control of a class of linear discrete systems with jump parameters and quadratic cost criteria. International Journal of Control 21, 833–844 (1975) MathSciNetMATHCrossRef
53.
Zurück zum Zitat F.M. Callier, C.A. Desoer, Linear System Theory (Springer, Berlin, 1999) F.M. Callier, C.A. Desoer, Linear System Theory (Springer, Berlin, 1999)
59.
Zurück zum Zitat H.J. Chizeck, Y. Ji, Optimal quadratic control of jump linear systems with Gaussian noise in discrete-time, in Proceedings of the 27th Conference on Decision and Control, 1988, pp. 1989–1992 CrossRef H.J. Chizeck, Y. Ji, Optimal quadratic control of jump linear systems with Gaussian noise in discrete-time, in Proceedings of the 27th Conference on Decision and Control, 1988, pp. 1989–1992 CrossRef
60.
Zurück zum Zitat H.J. Chizeck, A.S. Willsky, D. Castañon, Discrete-time Markovian jump linear quadratic optimal control. International Journal of Control 43, 197–216 (1986) CrossRef H.J. Chizeck, A.S. Willsky, D. Castañon, Discrete-time Markovian jump linear quadratic optimal control. International Journal of Control 43, 197–216 (1986) CrossRef
63.
Zurück zum Zitat E.F. Costa, J.B.R. do Val, Weak detectability and the linear-quadratic control problem of discrete-time Markov jump linear systems. International Journal of Control 75, 1282–1292 (2002) MathSciNetMATHCrossRef E.F. Costa, J.B.R. do Val, Weak detectability and the linear-quadratic control problem of discrete-time Markov jump linear systems. International Journal of Control 75, 1282–1292 (2002) MathSciNetMATHCrossRef
66.
Zurück zum Zitat O.L.V. Costa, Discrete-time coupled Riccati equations for systems with Markov switching parameters. Journal of Mathematical Analysis and Applications 194, 197–216 (1995) MathSciNetMATHCrossRef O.L.V. Costa, Discrete-time coupled Riccati equations for systems with Markov switching parameters. Journal of Mathematical Analysis and Applications 194, 197–216 (1995) MathSciNetMATHCrossRef
67.
Zurück zum Zitat O.L.V. Costa, Mean square stabilizing solutions for discrete-time coupled algebraic Riccati equations. IEEE Transactions on Automatic Control 41, 593–598 (1996) MATHCrossRef O.L.V. Costa, Mean square stabilizing solutions for discrete-time coupled algebraic Riccati equations. IEEE Transactions on Automatic Control 41, 593–598 (1996) MATHCrossRef
69.
Zurück zum Zitat O.L.V. Costa, E.O. Assumpção, E.K. Boukas, R.P. Marques, Constrained quadratic state feedback control of discrete-time Markovian jump linear systems. Automatica 35, 617–626 (1999) MATHCrossRef O.L.V. Costa, E.O. Assumpção, E.K. Boukas, R.P. Marques, Constrained quadratic state feedback control of discrete-time Markovian jump linear systems. Automatica 35, 617–626 (1999) MATHCrossRef
70.
Zurück zum Zitat O.L.V. Costa, J.C.C. Aya, Monte-Carlo TD(λ)-methods for the optimal control of discrete-time Markovian jump linear systems. Automatica 38, 217–225 (2002) MathSciNetMATHCrossRef O.L.V. Costa, J.C.C. Aya, Monte-Carlo TD(λ)-methods for the optimal control of discrete-time Markovian jump linear systems. Automatica 38, 217–225 (2002) MathSciNetMATHCrossRef
72.
Zurück zum Zitat O.L.V. Costa, W.L. de Paulo, Indefinite quadratic with linear costs optimal control of Markov jump with multiplicative noise systems. Automatica 43, 587–597 (2007) MATHCrossRef O.L.V. Costa, W.L. de Paulo, Indefinite quadratic with linear costs optimal control of Markov jump with multiplicative noise systems. Automatica 43, 587–597 (2007) MATHCrossRef
74.
Zurück zum Zitat O.L.V. Costa, J.B.R. do Val, Jump LQ-optimal control for discrete-time Markovian systems with l 2 stochastic inputs. Stochastic Analysis and Applications 16, 843–858 (1998) MathSciNetMATHCrossRef O.L.V. Costa, J.B.R. do Val, Jump LQ-optimal control for discrete-time Markovian systems with l 2 stochastic inputs. Stochastic Analysis and Applications 16, 843–858 (1998) MathSciNetMATHCrossRef
78.
Zurück zum Zitat O.L.V. Costa, M.D. Fragoso, Discrete-time LQ-optimal control problems for infinite Markov jump parameter systems. IEEE Transactions on Automatic Control 40, 2076–2088 (1995) MathSciNetMATHCrossRef O.L.V. Costa, M.D. Fragoso, Discrete-time LQ-optimal control problems for infinite Markov jump parameter systems. IEEE Transactions on Automatic Control 40, 2076–2088 (1995) MathSciNetMATHCrossRef
86.
Zurück zum Zitat O.L.V. Costa, R.P. Marques, Maximal and stabilizing Hermitian solutions for discrete-time coupled algebraic Riccati equations. Automatica 12, 167–195 (1999) MathSciNetMATH O.L.V. Costa, R.P. Marques, Maximal and stabilizing Hermitian solutions for discrete-time coupled algebraic Riccati equations. Automatica 12, 167–195 (1999) MathSciNetMATH
88.
Zurück zum Zitat O.L.V. Costa, R.T. Okimura, Discrete-time mean variance optimal control of linear systems with Markovian jumps and multiplicative noise. International Journal of Control 2, 256–267 (2009) MathSciNetCrossRef O.L.V. Costa, R.T. Okimura, Discrete-time mean variance optimal control of linear systems with Markovian jumps and multiplicative noise. International Journal of Control 2, 256–267 (2009) MathSciNetCrossRef
93.
Zurück zum Zitat A. Czornik, On Control Problems for Jump Linear Systems (Wydawnictwo Politechniki Śla̧skiej, Gliwice, 2003) A. Czornik, On Control Problems for Jump Linear Systems (Wydawnictwo Politechniki Śla̧skiej, Gliwice, 2003)
97.
Zurück zum Zitat M.H.A. Davis, Linear Estimation and Stochastic Control (Chapman & Hall, London, 1977) MATH M.H.A. Davis, Linear Estimation and Stochastic Control (Chapman & Hall, London, 1977) MATH
100.
Zurück zum Zitat M.H.A. Davis, R.B. Vinter, Stochastic Modelling and Control (Chapman & Hall, London, 1985) MATHCrossRef M.H.A. Davis, R.B. Vinter, Stochastic Modelling and Control (Chapman & Hall, London, 1985) MATHCrossRef
103.
Zurück zum Zitat C.E. de Souza, M.D. Fragoso, On the existence of a maximal solution for generalized algebraic Riccati equation arising in the stochastic control. Systems & Control Letters 14, 233–239 (1990) MathSciNetMATHCrossRef C.E. de Souza, M.D. Fragoso, On the existence of a maximal solution for generalized algebraic Riccati equation arising in the stochastic control. Systems & Control Letters 14, 233–239 (1990) MathSciNetMATHCrossRef
109.
Zurück zum Zitat J.B.R. do Val, E.F. Costa, Numerical solution for linear-quadratic control problems of Markov jump linear systems and weak detectability concept. Journal of Optimization Theory and Applications 114, 69–96 (2002) MathSciNetMATHCrossRef J.B.R. do Val, E.F. Costa, Numerical solution for linear-quadratic control problems of Markov jump linear systems and weak detectability concept. Journal of Optimization Theory and Applications 114, 69–96 (2002) MathSciNetMATHCrossRef
110.
Zurück zum Zitat J.B.R. do Val, J.C. Geromel, O.L.V. Costa, Uncoupled Riccati iterations for the linear quadratic control problem of discrete-time Markov jump linear systems. IEEE Transactions on Automatic Control 43, 1727–1733 (1998) MATHCrossRef J.B.R. do Val, J.C. Geromel, O.L.V. Costa, Uncoupled Riccati iterations for the linear quadratic control problem of discrete-time Markov jump linear systems. IEEE Transactions on Automatic Control 43, 1727–1733 (1998) MATHCrossRef
121.
Zurück zum Zitat V. Dragan, T. Morozan, A.M. Stoica, Mathematical Methods in Robust Control of Linear Stochastic Systems (Mathematical Concepts and Methods in Science and Engineering) (Springer, New York, 2010) V. Dragan, T. Morozan, A.M. Stoica, Mathematical Methods in Robust Control of Linear Stochastic Systems (Mathematical Concepts and Methods in Science and Engineering) (Springer, New York, 2010)
138.
Zurück zum Zitat W.H. Fleming, Some Markovian optimization problems. Journal of Mathematics and Mechanics 12, 131–140 (1963) MathSciNetMATH W.H. Fleming, Some Markovian optimization problems. Journal of Mathematics and Mechanics 12, 131–140 (1963) MathSciNetMATH
140.
Zurück zum Zitat W.H. Fleming, R.W. Rishel, Deterministic and Stochastic Optimal Control (Springer, Berlin, 1975) MATHCrossRef W.H. Fleming, R.W. Rishel, Deterministic and Stochastic Optimal Control (Springer, Berlin, 1975) MATHCrossRef
142.
Zurück zum Zitat J.J. Florentin, Optimal control of continuous-time Markov stochastic systems. Journal of Electronics and Control 10, 473–488 (1961) MathSciNet J.J. Florentin, Optimal control of continuous-time Markov stochastic systems. Journal of Electronics and Control 10, 473–488 (1961) MathSciNet
144.
146.
Zurück zum Zitat M.D. Fragoso, J. Baczynski, Optimal control for continuous-time linear quadratic problems with infinite Markov jump parameters. SIAM Journal on Control and Optimization 40, 270–297 (2001) MathSciNetMATHCrossRef M.D. Fragoso, J. Baczynski, Optimal control for continuous-time linear quadratic problems with infinite Markov jump parameters. SIAM Journal on Control and Optimization 40, 270–297 (2001) MathSciNetMATHCrossRef
149.
Zurück zum Zitat M.D. Fragoso, J. Baczynski, On an infinite dimensional perturbed Riccati differential equation arising in stochastic control. Linear Algebra and Its Applications 406, 165–176 (2005) MathSciNetMATHCrossRef M.D. Fragoso, J. Baczynski, On an infinite dimensional perturbed Riccati differential equation arising in stochastic control. Linear Algebra and Its Applications 406, 165–176 (2005) MathSciNetMATHCrossRef
156.
Zurück zum Zitat M.D. Fragoso, O.L.V. Costa, C.E. de Souza, A new approach to linearly perturbed Riccati equations arising in stochastic control. Applied Mathematics & Optimization 37, 99–126 (1998) MathSciNetMATHCrossRef M.D. Fragoso, O.L.V. Costa, C.E. de Souza, A new approach to linearly perturbed Riccati equations arising in stochastic control. Applied Mathematics & Optimization 37, 99–126 (1998) MathSciNetMATHCrossRef
159.
Zurück zum Zitat M.D. Fragoso, E.M. Hemerly, Optimal control for a class of noisy linear systems with Markovian jumping parameters and quadratic cost. International Journal of Systems Science 22, 2553–3561 (1991) MathSciNetMATHCrossRef M.D. Fragoso, E.M. Hemerly, Optimal control for a class of noisy linear systems with Markovian jumping parameters and quadratic cost. International Journal of Systems Science 22, 2553–3561 (1991) MathSciNetMATHCrossRef
176.
Zurück zum Zitat B.E. Griffiths, K.A. Loparo, Optimal control of jump linear quadratic Gaussian systems. International Journal of Control 42, 791–819 (1985) MathSciNetMATHCrossRef B.E. Griffiths, K.A. Loparo, Optimal control of jump linear quadratic Gaussian systems. International Journal of Control 42, 791–819 (1985) MathSciNetMATHCrossRef
188.
Zurück zum Zitat Y. Ji, H.J. Chizeck, Optimal quadratic control of jump linear systems with separately controlled transition probabilities. International Journal of Control 49, 481–491 (1989) MathSciNetMATH Y. Ji, H.J. Chizeck, Optimal quadratic control of jump linear systems with separately controlled transition probabilities. International Journal of Control 49, 481–491 (1989) MathSciNetMATH
191.
Zurück zum Zitat Y. Ji, H.J. Chizeck, X. Feng, K.A. Loparo, Stability and control of discrete-time jump linear systems. Control, Theory and Advanced Technology 7, 247–270 (1991) MathSciNet Y. Ji, H.J. Chizeck, X. Feng, K.A. Loparo, Stability and control of discrete-time jump linear systems. Control, Theory and Advanced Technology 7, 247–270 (1991) MathSciNet
203.
Zurück zum Zitat H.J. Kushner, Optimal stochastic control. IRE Transactions on Automatic Control 7, 120–122 (1962) CrossRef H.J. Kushner, Optimal stochastic control. IRE Transactions on Automatic Control 7, 120–122 (1962) CrossRef
223.
Zurück zum Zitat M. Mariton, Jump Linear Systems in Automatic Control (Dekker, New York, 1990) M. Mariton, Jump Linear Systems in Automatic Control (Dekker, New York, 1990)
229.
Zurück zum Zitat T. Morozan, Optimal stationary control for dynamic systems with Markov perturbations. Stochastic Analysis and Applications 1, 299–325 (1983) MathSciNetMATHCrossRef T. Morozan, Optimal stationary control for dynamic systems with Markov perturbations. Stochastic Analysis and Applications 1, 299–325 (1983) MathSciNetMATHCrossRef
246.
Zurück zum Zitat M. Ait Rami, L. El Ghaoui, LMI optimization for nonstandard Riccati equations arising in stochastic control. IEEE Transactions on Automatic Control 41, 1666–1671 (1996) MathSciNetMATHCrossRef M. Ait Rami, L. El Ghaoui, LMI optimization for nonstandard Riccati equations arising in stochastic control. IEEE Transactions on Automatic Control 41, 1666–1671 (1996) MathSciNetMATHCrossRef
259.
Zurück zum Zitat S.E. Shreve, Stochastic Calculus for Finance II: Continuous-Time Models (Springer, New York, 2004) S.E. Shreve, Stochastic Calculus for Finance II: Continuous-Time Models (Springer, New York, 2004)
269.
270.
Zurück zum Zitat D.D. Sworder, Feedback control of a class of linear systems with jump parameters. IEEE Transactions on Automatic Control 14, 9–14 (1969) MathSciNetCrossRef D.D. Sworder, Feedback control of a class of linear systems with jump parameters. IEEE Transactions on Automatic Control 14, 9–14 (1969) MathSciNetCrossRef
292.
Zurück zum Zitat V.M. Ungureanu, Optimal control for linear discrete-time systems with Markov perturbations in Hilbert spaces. IMA Journal of Mathematical Control and Information 26, 105–127 (2009) MathSciNetMATHCrossRef V.M. Ungureanu, Optimal control for linear discrete-time systems with Markov perturbations in Hilbert spaces. IMA Journal of Mathematical Control and Information 26, 105–127 (2009) MathSciNetMATHCrossRef
295.
Zurück zum Zitat R. Vinter, Optimal Control (Birkhäuser, Basel, 2000) MATH R. Vinter, Optimal Control (Birkhäuser, Basel, 2000) MATH
303.
Zurück zum Zitat W.M. Wonham, Random differential equations in control theory, in Probabilistic Methods in Applied Mathematics, vol. 2, ed. by A.T. Bharucha-Reid (Academic Press, San Diego, 1970), pp. 131–212 W.M. Wonham, Random differential equations in control theory, in Probabilistic Methods in Applied Mathematics, vol. 2, ed. by A.T. Bharucha-Reid (Academic Press, San Diego, 1970), pp. 131–212
311.
Zurück zum Zitat J. Yong, X.Y. Zhou, Stochastic Controls: Hamiltonian Systems and HJB Equations (Springer, Berlin, 1999) MATH J. Yong, X.Y. Zhou, Stochastic Controls: Hamiltonian Systems and HJB Equations (Springer, Berlin, 1999) MATH
Metadaten
Titel
Quadratic Optimal Control with Complete Observations
verfasst von
Oswaldo L.V. Costa
Marcelo D. Fragoso
Marcos G. Todorov
Copyright-Jahr
2013
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-34100-7_4