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Optimal control for the stochastic FitzHugh-Nagumo model with recovery variable
Some partially observed multi-agent linear exponential quadratic stochastic differential games
Mathematics Department, Snow Hall, 1460 Jayhawk Blvd, Lawrence, KS 66045, USA |
Some multi-agent stochastic differential games described by a stochastic linear system driven by a Brownian motion and having an exponential quadratic payoff for the agents are formulated and solved. The agents have either complete observations or partial observations of the system state. The agents act independently of one another and the explicit optimal feedback control strategies form a Nash equilibrium. In the partially observed problem the observations are the same for all agents which occurs in broadcast situations. The optimal control strategies and optimal payoffs are given explicitly. The method of solution for both problems does not require solving either Hamilton-Jacobi-Isaacs equations or backward stochastic differential equations.
References:
| [1] |
M. Bardi and F. S. Priuli,
Linear-quadratic n-person and mean-field games with ergodic cost, SIAM J. Control Optim., 52 (2014), 3022-3052.
doi: 10.1137/140951795. |
| [2] |
T. Basar and P. Bernhard, H∞-Optimal Control and Related Minimax Design Problems, Birkhauser, Boston, 1995.
doi: 10.1007/978-0-8176-4757-5. |
| [3] |
T. Basar and G. Olsder, Dynamic Noncooperative Game Theory, SIAM, 2nd Ed. 1999. |
| [4] |
A. Bensoussan and J. H. van Schuppen,
Optimal control of partially observable stochastic systems with an exponential-of-integral performance index, SIAM J. Control Optim., 23 (1995), 599-613.
doi: 10.1137/0323038. |
| [5] |
R. Buckdahn and J. Li,
Stochastic differential games and viscosity solutions of Hamilton-Jacobi-Bellman-Isaacs equations, SIAM J. Control Optim., 47 (2008), 444-475.
doi: 10.1137/060671954. |
| [6] |
T. E. Duncan,
Evaluation of likelihood functions, Information and Control, 13 (1968), 62-74.
doi: 10.1016/S0019-9958(68)90795-X. |
| [7] |
T. E. Duncan,
Linear-exponential-quadratic Gaussian control, IEEE Trans. Autom. Control, 58 (2013), 2910-2911.
doi: 10.1109/TAC.2013.2257610. |
| [8] |
T. E. Duncan,
Some linear-quadratic stochastic differential games for equations in a Hilbert space with fractional Brownian motions, Discrete Cont. Dyn. Systems Ser. A, 35 (2015), 5435-5445.
doi: 10.3934/dcds.2015.35.5435. |
| [9] |
T. E. Duncan,
Linear exponential quadratic stochastic differential games, IEEE Trans. Autom. Control, 61 (2016), 2550-2552.
doi: 10.1109/TAC.2015.2510983. |
| [10] |
T. E. Duncan and B. Pasik-Duncan, A solvable stochastic differential game in the two-sphere, Proc. 52nd IEEE Conf. Decision and Control, 7833–7837, Firenze, 2013. |
| [11] |
T. E. Duncan and B. Pasik-Duncan, Some results on optimal control for a partially observed linear stochastic system with an exponential quadratic cost, Proc. IFAC World Congress, Cape Town, 47 (2014), 8695-8698.
doi: 10.3182/20140824-6-ZA-1003.00522. |
| [12] |
R. J. Elliott, L. Aggoun and J. B. Moore, Hidden Markov Models, Springer, 1995. |
| [13] |
W. H. Fleming and D. Hernandez-Hernandez,
On the value of stochastic differential games, Commun. Stoch. Anal., 5 (2011), 341-351.
|
| [14] |
W. H. Fleming and P. E. Souganidis,
On the existence of value functions of two player, zero sum stochastic differential games, Indiana Math. J., 38 (1989), 293-314.
doi: 10.1512/iumj.1989.38.38015. |
| [15] |
S. Hamadene, J. P. Lepeltier and S. Peng, BSDEs with continuous coefficients and stochastic differential games, Backward Stochastic Differential Equations (N. El Karoui et al., eds.), Pitman Res. Notes Math, 364 (1997), 115-128. |
| [16] |
R. Isaacs, Differential Games, J. Wiley, New York 1965. |
| [17] |
D. H. Jacobson,
Optimal stochastic linear systems with exponential performance criteria and their relation to deterministic differential games, IEEE Trans. Autom. Control, AC-18 (1973), 124-131.
|
| [18] |
M. L. Kleptsyna, A. Le Breton and M. Viot,
On the linear-exponential filtering problem for general Gaussian processes, SIAM J. control Optim., 47 (2008), 2886-2911.
doi: 10.1137/070705908. |
| [19] |
J. B. Moore, R. J. Elliott and S. Dey, Risk sensitive generalizations of minimum variance estimation and control, J. Math. Syst., Estimation, Contr., (electronic), 7 (1997), 15 pp. |
| [20] |
J. Nash,
Non-cooperative games, Ann. Math., 54 (1951), 286-295.
doi: 10.2307/1969529. |
| [21] |
J. L. Speyer, J. Deyst and D. H. Jacobson,
Optimization of stochastic linear systems with additive measurement and process noise using exponential performance criteria, IEEE Trans. Autom. Control, AC-19 (1974), 358-366.
|
show all references
References:
| [1] |
M. Bardi and F. S. Priuli,
Linear-quadratic n-person and mean-field games with ergodic cost, SIAM J. Control Optim., 52 (2014), 3022-3052.
doi: 10.1137/140951795. |
| [2] |
T. Basar and P. Bernhard, H∞-Optimal Control and Related Minimax Design Problems, Birkhauser, Boston, 1995.
doi: 10.1007/978-0-8176-4757-5. |
| [3] |
T. Basar and G. Olsder, Dynamic Noncooperative Game Theory, SIAM, 2nd Ed. 1999. |
| [4] |
A. Bensoussan and J. H. van Schuppen,
Optimal control of partially observable stochastic systems with an exponential-of-integral performance index, SIAM J. Control Optim., 23 (1995), 599-613.
doi: 10.1137/0323038. |
| [5] |
R. Buckdahn and J. Li,
Stochastic differential games and viscosity solutions of Hamilton-Jacobi-Bellman-Isaacs equations, SIAM J. Control Optim., 47 (2008), 444-475.
doi: 10.1137/060671954. |
| [6] |
T. E. Duncan,
Evaluation of likelihood functions, Information and Control, 13 (1968), 62-74.
doi: 10.1016/S0019-9958(68)90795-X. |
| [7] |
T. E. Duncan,
Linear-exponential-quadratic Gaussian control, IEEE Trans. Autom. Control, 58 (2013), 2910-2911.
doi: 10.1109/TAC.2013.2257610. |
| [8] |
T. E. Duncan,
Some linear-quadratic stochastic differential games for equations in a Hilbert space with fractional Brownian motions, Discrete Cont. Dyn. Systems Ser. A, 35 (2015), 5435-5445.
doi: 10.3934/dcds.2015.35.5435. |
| [9] |
T. E. Duncan,
Linear exponential quadratic stochastic differential games, IEEE Trans. Autom. Control, 61 (2016), 2550-2552.
doi: 10.1109/TAC.2015.2510983. |
| [10] |
T. E. Duncan and B. Pasik-Duncan, A solvable stochastic differential game in the two-sphere, Proc. 52nd IEEE Conf. Decision and Control, 7833–7837, Firenze, 2013. |
| [11] |
T. E. Duncan and B. Pasik-Duncan, Some results on optimal control for a partially observed linear stochastic system with an exponential quadratic cost, Proc. IFAC World Congress, Cape Town, 47 (2014), 8695-8698.
doi: 10.3182/20140824-6-ZA-1003.00522. |
| [12] |
R. J. Elliott, L. Aggoun and J. B. Moore, Hidden Markov Models, Springer, 1995. |
| [13] |
W. H. Fleming and D. Hernandez-Hernandez,
On the value of stochastic differential games, Commun. Stoch. Anal., 5 (2011), 341-351.
|
| [14] |
W. H. Fleming and P. E. Souganidis,
On the existence of value functions of two player, zero sum stochastic differential games, Indiana Math. J., 38 (1989), 293-314.
doi: 10.1512/iumj.1989.38.38015. |
| [15] |
S. Hamadene, J. P. Lepeltier and S. Peng, BSDEs with continuous coefficients and stochastic differential games, Backward Stochastic Differential Equations (N. El Karoui et al., eds.), Pitman Res. Notes Math, 364 (1997), 115-128. |
| [16] |
R. Isaacs, Differential Games, J. Wiley, New York 1965. |
| [17] |
D. H. Jacobson,
Optimal stochastic linear systems with exponential performance criteria and their relation to deterministic differential games, IEEE Trans. Autom. Control, AC-18 (1973), 124-131.
|
| [18] |
M. L. Kleptsyna, A. Le Breton and M. Viot,
On the linear-exponential filtering problem for general Gaussian processes, SIAM J. control Optim., 47 (2008), 2886-2911.
doi: 10.1137/070705908. |
| [19] |
J. B. Moore, R. J. Elliott and S. Dey, Risk sensitive generalizations of minimum variance estimation and control, J. Math. Syst., Estimation, Contr., (electronic), 7 (1997), 15 pp. |
| [20] |
J. Nash,
Non-cooperative games, Ann. Math., 54 (1951), 286-295.
doi: 10.2307/1969529. |
| [21] |
J. L. Speyer, J. Deyst and D. H. Jacobson,
Optimization of stochastic linear systems with additive measurement and process noise using exponential performance criteria, IEEE Trans. Autom. Control, AC-19 (1974), 358-366.
|
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