Research article

A stochastic linear-quadratic optimal control problem with jumps in an infinite horizon

  • Received: 19 June 2022 Revised: 19 October 2022 Accepted: 23 October 2022 Published: 01 December 2022
  • MSC : 60H10, 93E24

  • In this paper, a stochastic linear-quadratic (LQ, for short) optimal control problem with jumps in an infinite horizon is studied, where the state system is a controlled linear stochastic differential equation containing affine term driven by a one-dimensional Brownian motion and a Poisson stochastic martingale measure, and the cost functional with respect to the state process and control process is quadratic and contains cross terms. Firstly, in order to ensure the well-posedness of our stochastic optimal control of infinite horizon with jumps, the $ L^2 $-stabilizability of our control system with jump is introduced. Secondly, it is proved that the $ L^2 $-stabilizability of our control system with jump is equivalent to the non-emptiness of the admissible control set for all initial state and is also equivalent to the existence of a positive solution to some integral algebraic Riccati equation (ARE, for short). Thirdly, the equivalence of the open-loop and closed-loop solvability of our infinite horizon optimal control problem with jumps is systematically studied. The corresponding equivalence is established by the existence of a $ stabilizing\ solution $ of the associated generalized algebraic Riccati equation, which is different from the finite horizon case. Moreover, any open-loop optimal control for the initial state $ x $ admiting a closed-loop representation is obatined.

    Citation: Jiali Wu, Maoning Tang, Qingxin Meng. A stochastic linear-quadratic optimal control problem with jumps in an infinite horizon[J]. AIMS Mathematics, 2023, 8(2): 4042-4078. doi: 10.3934/math.2023202

    Related Papers:

  • In this paper, a stochastic linear-quadratic (LQ, for short) optimal control problem with jumps in an infinite horizon is studied, where the state system is a controlled linear stochastic differential equation containing affine term driven by a one-dimensional Brownian motion and a Poisson stochastic martingale measure, and the cost functional with respect to the state process and control process is quadratic and contains cross terms. Firstly, in order to ensure the well-posedness of our stochastic optimal control of infinite horizon with jumps, the $ L^2 $-stabilizability of our control system with jump is introduced. Secondly, it is proved that the $ L^2 $-stabilizability of our control system with jump is equivalent to the non-emptiness of the admissible control set for all initial state and is also equivalent to the existence of a positive solution to some integral algebraic Riccati equation (ARE, for short). Thirdly, the equivalence of the open-loop and closed-loop solvability of our infinite horizon optimal control problem with jumps is systematically studied. The corresponding equivalence is established by the existence of a $ stabilizing\ solution $ of the associated generalized algebraic Riccati equation, which is different from the finite horizon case. Moreover, any open-loop optimal control for the initial state $ x $ admiting a closed-loop representation is obatined.



    加载中


    [1] R. Bellman, I. Glicksberg, O. Gross, Some aspects of the mathematical theory of control processes, Technical Report R-313, The Rand Corporation, 1958.
    [2] R. Boel, P. Varaiya, Optimal control of jump processes, SIAM J. Control Optim., 15 (1977), 92–119. http://dx.doi.org/10.1137/0315008 doi: 10.1137/0315008
    [3] G. Guatteri, G. Tessitore, On the backward stochastic Riccati equation in infinite dimensions, SIAM J. Control Optim., 44 (2005), 159–194. http://dx.doi.org/10.1137/S0363012903425507 doi: 10.1137/S0363012903425507
    [4] G. Guatteri, G. Tessitore, Backward stochastic Riccati equations and infinite horizon L-Q optimal control problems with stochastic coefficients, Appl. Math. Optim., 57 (2008), 207–235. http://dx.doi.org/10.1007/s00245-007-9020-y doi: 10.1007/s00245-007-9020-y
    [5] G. Guatteri, F. Masiero, Infinite horizon and ergodic optimal quadratic control problems for an affine equation with stochastic coefficients, SIAM J. Control Optim., 48 (2009), 1600–1631. http://dx.doi.org/10.1137/070696234 doi: 10.1137/070696234
    [6] H. Halkin, Necessary conditions for optimal control problems with infinite horizons, Economet. Soc., 1974,267–272. http://dx.doi.org/10.2307/1911976 doi: 10.2307/1911976
    [7] S. Hu, Infinite horizontal optimal quadratic control for an affine equation driven by $L\acute{e}vy$ processes, Chinese Ann. Math., 34A (2013), 179–204.
    [8] Y. Hu, B. Oksendal, Partial information linear quadratic control for jump diffusions, SIAM J. Control Optim., 47 (2008), 1744–1761. http://dx.doi.org/10.1137/060667566 doi: 10.1137/060667566
    [9] J. Huang, X. Li, J. Yong, A linear-quadratic optimal control problem for mean-field stochastic differential equations in infinite horizon, Math. Optim. Control, 5 (2015), 97–139. http://dx.doi.org/10.48550/arXiv.1208.5308 doi: 10.48550/arXiv.1208.5308
    [10] R. Kalman, Contributions to the theory of optimal control, Bol. Soc. Math., 5 (1960), 102–119.
    [11] H. Kushner, Optimal stochastic control, IRE Trans. Autom. Control, 7 (1962), 120–122.
    [12] A. Lim, X. Zhou, Linear-quadratic control of backward stochastic differential equations, SIAM J. Control Optim., 40 (2001), 450–474. http://dx.doi.org/10.1137/S0363012900374737 doi: 10.1137/S0363012900374737
    [13] Q. Meng, General linear quadratic optimal stochastic control problem driven by a Brownian motion and a Poisson random martingale measure with random coefficients, Stoch. Anal. Appl., 32 (2014), 88–109. http://dx.doi.org/10.1080/07362994.2013.845106 doi: 10.1080/07362994.2013.845106
    [14] B. Øksendal, A. Sulem, Maximum principles for optimal control of forward-backward stochastic differential equations with jumps, SIAM J. Control Optim, 48 (2009), 2945–2976. http://dx.doi.org/10.1137/080739781 doi: 10.1137/080739781
    [15] M. Rami, X. Zhou, J. Moore, Well-posedness and attainability of indefnite stochastic linear quadratic control in infinite time horizon, Syst. Control Lett., 41 (2000), 123–133. http://dx.doi.org/10.1016/S0167-6911(00)00046-3 doi: 10.1016/S0167-6911(00)00046-3
    [16] R. Situ, On solution of backward stochastic differential equations with jumps and applications, Stoch. Proc. Appl., 66 (1997), 209–236. http://dx.doi.org/10.1016/S0304-4149(96)00120-2 doi: 10.1016/S0304-4149(96)00120-2
    [17] J. Sun, X. Li, J. Yong, Open-loop and closed-loop solvabilities for stochastic linear quadratic optimal control problems, SIAM J. Control Optim., 54 (2016), 2274–2308. http://dx.doi.org/10.1137/15M103532X doi: 10.1137/15M103532X
    [18] J. Sun, J. Yong, Stochastic linear quadratic optimal control problems in infinite horizon, Appl. Math. Optim., 2018,145–183. http://dx.doi.org/10.1007/s00245-017-9402-8 doi: 10.1007/s00245-017-9402-8
    [19] J. Sun, J. Yong, Stochastic linear-quadratic optimal control theory: Open-loop and closed-loop solutions, Switzerland: Springer, 2020. http://dx.doi.org/10.1007/978-3-030-20922-3
    [20] S. Tang, X. Li, Necessary conditions for optimal control of stochastic systems with random jumps, SIAM J. Control Optim., 32 (1994), 1447–1475. http://dx.doi.org/10.1137/S0363012992233858 doi: 10.1137/S0363012992233858
    [21] W. Wonham, On a matrix riccati equation of stochastic control, SIAM J. Control, 6 (1968), 681–697. http://dx.doi.org/10.1137/0306043 doi: 10.1137/0306043
    [22] W. Wonham, Random differential equation in control theory, Matematika, 2 (1970), 131–212.
    [23] H. Wu, X. Li, An infinite horizon linear quadratic problem with unbounded controls in Hilbert space, Acta Math. Sin., 17 (2001), 527–540. http://dx.doi.org/10.1007/s101140100123 doi: 10.1007/s101140100123
    [24] Z. Wu, X. Wang, FBSDE with Poisson process and its application to linear quadratic stochastic optimal control problem with random jumps, Acta Autom. Sin., 29 (2003), 821–826.
    [25] Y. Yang, M. Tang, Q. Meng, A mean-field stochastic linear-quadratic optimal control problem with jumps under partial information, ESAIM-Control Optim. Ca., 28 (2022). http://dx.doi.org/10.1051/cocv/2022039 doi: 10.1051/cocv/2022039
    [26] J. Yong, X. Zhou, Stochastic controls: Hamiltonian systems and HJB equations, Springer Science Business Media, 2012. http://dx.doi.org/10.1016/s0005-1098(02)00057-2
    [27] M. H. A. Davis, Linear estimation and stochastic control, Chapman and Hall, 1977.
    [28] A. Bensoussan, Lectures on stochastic control, part Ⅰ. In nonlinear filtering and stochastic control, Lect. Notes Math., 972 (1982), 1–39. http://dx.doi.org/10.1007/bfb0064859 doi: 10.1007/bfb0064859
    [29] M. Kohlmann, X. Zhou, Relationship between backward stochastic differential equations and stochastic controls: A linear-quadratic approach, SIAM J. Control Optim., 38 (2000), 1392–1407. http://dx.doi.org/10.1137/S036301299834973X doi: 10.1137/S036301299834973X
    [30] N. Li, Z. Wu, Z. Yu, Indefinite stochastic linear-quadratic optimal control problems with random jumps and related stochastic Riccati equations, Sci. China Math., 61 (2018), 563–576. http://dx.doi.org/10.1007/s11425-015-0776-6 doi: 10.1007/s11425-015-0776-6
    [31] B. Øksendal, S. Agnes, Applied stochastic control of jump diffusions, Springer Berlin Heidelberg, 2005. http://dx.doi.org/10.1007/3-540-26441-8-3
  • Reader Comments
  • © 2023 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(1234) PDF downloads(102) Cited by(0)

Article outline

Other Articles By Authors

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog