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The Stochastic Linear Quadratic Optimal Control Problem on Hilbert Spaces: The Case of Non-analytic Systems

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Abstract

We derive the algebraic Riccati equation associated with the infinite dimensional linear quadratic stochastic optimal control problem on an infinite horizon, for stochastic control systems with non-analytic dynamics. The linear system under consideration is modeled by a linear stochastic differential equation with noise in the control, and with a \(C_{0}\)-semigroup driving the deterministic component of the dynamics, and unbounded control action satisfying a singular estimate. We derive the feedback relation for the optimal control in terms of the optimal state via an operator solving an Algebraic Riccati equation. We show that the algebraic Riccati equation is well posed and has a unique solution in an appropriate class. These systems are typically coupled systems of stochastic partial differential equations comprising both parabolic and hyperbolic components with point or boundary control.

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References

  1. Acquistapace, P., Terreni, B.: Classical solutions of non-autonomous Riccati equations arising in parabolic boundary control problems. Appl. Math. Optim. 39, 361–410 (1999)

    MathSciNet  MATH  Google Scholar 

  2. Acquistapace, P., Bucci, F., Lasiecka, I.: Optimal boundary control and Riccati theory for abstract dynamics motivated by hybrid systems of PDEs. Adv. Differ. Eq. 10(12), 1389–1436 (2005)

    MathSciNet  MATH  Google Scholar 

  3. Acquistapace, P., Bucci, F., Lasiecka, I.: A theory of the infinite horizon LQ-problem for composite systems of PDEs with boundary control. SIAM J. Math. Anal. 45(3), 1825–1870 (2013)

    MathSciNet  MATH  Google Scholar 

  4. Acquistapace, P., Bucci, F.: Uniqueness for Riccati equations with unbounded operator coefficients. Ann. Mat. Pura Appl. (2023). https://doi.org/10.1007/s10231-022-01295-7

    Article  Google Scholar 

  5. Acquistapace, P., Bucci, F.: On the infinitesimal generator of an optimal state semigroup. Semigroup Forum 105(1), 46–72 (2022)

    MathSciNet  MATH  Google Scholar 

  6. Avalos, G.: The exponential stability of a coupled hyperbolic/parabolic system arising in structural acoustics. Abstr. Appl. Anal. 1(2), 203–217 (1996)

    MathSciNet  MATH  Google Scholar 

  7. Avalos, G., Lasiecka, I.: Differential Riccati equation for the active control of a problem in structural acoustics. J. Optim. Theory Appl. 91(3), 695–728 (1996)

    MathSciNet  MATH  Google Scholar 

  8. Balakrishnan, A.V.: Applied Functional Analysis. Springer, New York (2012)

    Google Scholar 

  9. Balakrishnan, A.V.: Stochastic optimization theory in Hilbert spaces. Appl. Math. Optim. 1, 2 (1974)

    MathSciNet  Google Scholar 

  10. Banks, H.T., Silcox, R.J., Smith, R.C.: The modeling and control of acoustic/structure interaction problems via piezoceramic actuators: 2-d numerical examples. ASME J. Vib. Acoust. 2, 343–390 (1993)

    Google Scholar 

  11. Banks, H.T., Smith, R.C., Wang, Y.: The modeling of piezoceramic patch interactions with shells, plates and beams. Quart. Appl. Math. 53, 353–381 (1995)

    MathSciNet  MATH  Google Scholar 

  12. Barbu, V., Lasiecka, I., Triggiani, R.: Extended algebraic Riccati equations in the abstract hyperbolic case. Nonlinear Anal. 40, 105–129 (2000)

    MathSciNet  MATH  Google Scholar 

  13. Bensoussan, A., Da Prato, G., Delfour, M.C., Mitter, S.K.: Representation and Control of Infinite Dimensional Systems. Birkhauser, Boston (1993)

    MATH  Google Scholar 

  14. Bonaccorsi, S., Zălinescu, A.: Maximum principle for an optimal control problem associated to a SPDE with nonlinear boundary conditions. J. Math. Anal. Appl. 465(1), 359–378 (2018)

    MathSciNet  MATH  Google Scholar 

  15. Bucci, F.: Improved boundary regularity for a Stokes–Lamé system. Evol. Equ. Control Theory 11(1), 325–346 (2022)

    MathSciNet  MATH  Google Scholar 

  16. Bucci, F., Lasiecka, I.: Singular estimates and Riccati theory for thermoelastic plate models with boundary thermal control. Dyn. Cont. Disc. Impuls. Syst. 11, 545–568 (2004)

    MathSciNet  MATH  Google Scholar 

  17. Confortola, F., Fuhrman, M., Guatteri, G., Tessitore, G.: Linear-quadratic optimal control under non-Markovian switching. Stoch. Anal. Appl. 36(1), 166–180 (2018)

    MathSciNet  MATH  Google Scholar 

  18. Confortola, F., Cosso, A., Fuhrman, M.: Backward SDEs and infinite horizon stochastic optimal control. ESAIM Control Optim. Calc. Var. 25, 30 (2019)

    MathSciNet  MATH  Google Scholar 

  19. Curtain, R. F.: Estimation and stochastic control for linear infinite dimensional systems. In: Probabilistic Analysis and Related Topics vol. 1, 45–86. Academic Press (1978)

  20. Curtain, R.F.: A semigroup approach to the LQG problem for infinite-dimensional systems. IEEE Trans. Circuits Syst. 25(9), 713–720 (1978)

    MathSciNet  MATH  Google Scholar 

  21. Datko, R.: Extending a theorem of A. M. Liapunov to Hilbert space. J. Math. Anal. Appl. 32, 610–616 (1970)

    MathSciNet  MATH  Google Scholar 

  22. Da Prato, G.: Direct solution of a Riccati equation arising in stochastic control theory. Appl. Math. Optim. 11(3), 191–208 (1984)

    MathSciNet  MATH  Google Scholar 

  23. Da Prato, G., Ichikawa, A.: Quadratic control for linear time-varying systems. SIAM J. Control Optim. 28(2), 359–381 (1990)

    MathSciNet  MATH  Google Scholar 

  24. Da Prato, G., Zabczyk, J.: Stochastic equations in infinite dimensions. In: Encyclopedia of Mathematics and its Applications, vol. 44. Cambridge University Press, Cambridge (1992)

  25. Duncan, T.E., Maslowski, B., Pasik-Duncan, B.: Linear-quadratic control for stochastic equations in a Hilbert space with fractional Brownian motions. SIAM J. Control Optim. 50, 50–531 (2012)

    MathSciNet  MATH  Google Scholar 

  26. Duncan, T.E.: Some linear-quadratic stochastic differential games for equations in Hilbert spaces with fractional Brownian motions. Dis. Cont. Dyn. Syst. 35(11), 5435–5445 (2015). https://doi.org/10.3934/dcds.2015.35.5435

    Article  MathSciNet  MATH  Google Scholar 

  27. Duncan, T.E.: A direct approach to linear-quadratic stochastic control. Opuscula Math. 37(6), 821–827 (2017)

    MathSciNet  MATH  Google Scholar 

  28. Dou, F., Lü, Q.: Time-inconsistent linear quadratic optimal control problems for stochastic evolution equations. SIAM J. Control Optim. 58(1), 485–509 (2020)

    MathSciNet  MATH  Google Scholar 

  29. Flandoli, F.: Riccati equations arising in a stochastic optimal control problem with boundary control. Boll Un Mat Ital 6, 377–393 (1982)

    MathSciNet  MATH  Google Scholar 

  30. Flandoli, F.: Direct solution of a Riccati equation arising in a stochastic control problem with control and observation on the boundary. Appl. Math. Optim. 14(2), 107–129 (1986)

    MathSciNet  MATH  Google Scholar 

  31. Flandoli, F.: Algebraic Riccati equation arising in boundary control problems. SIAM J. Control Optim. 25(3), 612–636 (1987)

    MathSciNet  MATH  Google Scholar 

  32. Flandoli, F., Tessitore, G.: Riccati equations in stochastic boundary control theory. In: System Modelling and Optimization (Zurich, 1991), 510–519, Lecture Notes in Control and Inform. Sci., 180, Springer, Berlin (1992)

  33. Fuhrman, M., Hu, Y., Tessitore, G.: Stochastic maximum principle for optimal control of partial differential equations driven by white noise. Stoch. Partial Differ. Equ. Anal. Comput. 6(2), 255–285 (2018)

    MathSciNet  MATH  Google Scholar 

  34. Goldys, B., Gozzi, F.: Second order parabolic Hamilton-Jacobi-Bellman equations in Hilbert spaces and stochastic control: \(L_{2}\) approach. Stochastic Process. Appl. 116(12), 1932–1963 (2006)

    MathSciNet  MATH  Google Scholar 

  35. Gozzi, F., Rouy, R., Swiech, A.: Second order Hamilton-Jacobi equations in Hilbert spaces and stochastic boundary control. SIAM J. Control Optim. 38(2), 400–430 (2000)

    MathSciNet  MATH  Google Scholar 

  36. Guatteri, G., Tessitore, G.: On the Backward stochastic Riccati equation in infinite dimensions. SIAM J. Control Optim. 44, 159–194 (2005)

    MathSciNet  MATH  Google Scholar 

  37. Guatteri, G., Tessitore, G.: Backward stochastic Riccati equations in infinite horizon l-q optimal control with infinite dimensional state space and random coefficients. Appl. Math. Optim. 57, 207–235 (2008)

    MathSciNet  MATH  Google Scholar 

  38. Guatteri, G., Masiero, F.: On the existence of optimal controls for SPDEs with boundary noise and boundary control. SIAM J. Control Optim. 51(3), 1909–1939 (2013)

    MathSciNet  MATH  Google Scholar 

  39. Guatteri, G., Masiero, F., Orrieri, C.: Stochastic maximum principle for SPDEs with delay. Stochastic Process. Appl. 127(7), 2396–2427 (2017)

    MathSciNet  MATH  Google Scholar 

  40. Hafizoglu, C.: Linear quadratic regulatory boundary/point control of stochastic partial differential equations systems with unbounded coefficients , Ph.D. Thesis, University of Virginia (2006)

  41. Hafizoglu, C., Lasiecka, I., Levajković, T., Mena, H., Tuffaha, A.: The stochastic linear quadratic control problem with singular estimates. SIAM J. Control Optim. 55(2), 595–626 (2017)

    MathSciNet  MATH  Google Scholar 

  42. Ichikawa, A.: Dynamic programming approach to stochastic evolution equations. SIAM J. Control. Optim. 17(1), 152–174 (1979)

    MathSciNet  MATH  Google Scholar 

  43. Kushner, H.J.: Optimal stochastic control. IRE Trans. Auto. Control 7, 120–122 (1962)

    Google Scholar 

  44. Lasiecka, I.: Optimal control problems and Riccati equations for systems with unbounded controls and partially analytic generators: applications to boundary and point control problems, Springer Verlag Lecture Notes 1855, (2004)

  45. Lasiecka, I.: Mathematical Control Theory of Coupled PDEs. NSF-CMBS Lecture Notes, SIAM, Philadelphia (2002)

    MATH  Google Scholar 

  46. Lasiecka, I., Triggiani, R.: Optimal control and differential Riccati equations under singular estimates for \(e^{At}B\) in the absence of analyticity; Adv. Dyn. Control, Special Volume dedicated to A. V. Balakrishnan, Chapman and Hall/CRC Press, pp. 271–309 (2004)

  47. Lasiecka, I., Triggiani, R.: Control theory for partial differential equations: Continuous and approximations theories, Vol. I, Cambridge (2000)

  48. Lasiecka, I., Tuffaha, A.: Riccati equations for the Bolza problem arising in boundary/point control problems governed by \(C_{0}\)-semigroups satisfying a singular estimate. J. Optim. Theory Appl. 136, 229–246 (2008)

    MathSciNet  MATH  Google Scholar 

  49. Lasiecka, I., Tuffaha, A.: Riccati theory and singular estimates for control of a generalized fluid-structure interaction model. Syst. Control Lett 58(7), 499–509 (2009)

    MATH  Google Scholar 

  50. Levajković, T., Mena, H., Tuffaha, A.: A numerical approximation framework for the stochastic linear quadratic regulator on Hilbert spaces. Appl. Math. Optim. 75(3), 499–523 (2017)

    MathSciNet  MATH  Google Scholar 

  51. Liang, H., Zhou, J.: Infinite horizon optimal control problems of backward stochastic delay differential equations in Hilbert spaces. Bull. Korean Math. Soc. 57(2), 311–330 (2020)

    MathSciNet  MATH  Google Scholar 

  52. Liu, K.: Stochastic Stability of Differential Equations in Abstract Spaces. Cambridge University Press, Cambridge (2019)

    MATH  Google Scholar 

  53. Lü, Q.: Well-posedness of stochastic Riccati equations and closed-loop solvability for stochastic linear quadratic optimal control problems. J. Differ. Eq. 267(1), 180–227 (2019)

    MathSciNet  MATH  Google Scholar 

  54. Riesz, F., Sz.-Nagy, B.: Functional Analysis. Dover Edition, Mineola (1955)

    MATH  Google Scholar 

  55. Tessitore, G.: Linear quadratic optimal control for a stochastic system with control on the boundary and hyperbolic dynamics. J. Math. Syst. Estim. Control 2(4), 453–482 (1992)

    MathSciNet  Google Scholar 

  56. Tessitore, G.: Some remarks on the Riccati equation arising in an optimal control problem with state and control-dependent noise. SIAM J. Control Optim. 30(3), 717–744 (1992)

    MathSciNet  MATH  Google Scholar 

  57. Tuffaha, A.: Riccati equations for generalized singular estimate control systems. Appl. Anal. 92(8), 1559–1596 (2013)

    MathSciNet  MATH  Google Scholar 

  58. Triggiani, R., Zhang, J.: Min-max game theory and non-standard differential Riccati equations under the singular estimate for \(e^{At} B\) and \(e^{At} G\) in the absence of analyticity. Set-Valued Var. Anal. 17(3), 245–283 (2009)

    MathSciNet  MATH  Google Scholar 

  59. Ungureanu, V.M.: Optimal control for infinite dimensional stochastic differential equations with infinite Markov jumps and multiplicative noise. J. Math. Anal. Appl. 417(2), 694–718 (2014)

    MathSciNet  MATH  Google Scholar 

  60. Weiss, G., Zwart, H.: An example in linear quadratic optimal control. Syst. Control Lett. 33(5), 339–349 (1998)

    MathSciNet  MATH  Google Scholar 

  61. Wonham, W.M.: On the separation theorem of stochastic control. SIAM J. Control 6, 312–326 (1968)

    MathSciNet  MATH  Google Scholar 

  62. Wonham, W.M.: On a matrix Riccati equation of stochastic control. SIAM J. Control 6, 681–697 (1968)

    MathSciNet  MATH  Google Scholar 

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Tuffaha, A. The Stochastic Linear Quadratic Optimal Control Problem on Hilbert Spaces: The Case of Non-analytic Systems. Appl Math Optim 87, 58 (2023). https://doi.org/10.1007/s00245-023-09969-1

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