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Published in: Decisions in Economics and Finance 1-2/2017

21-01-2017

An iterative computational scheme for solving the coupled Hamilton–Jacobi–Isaacs equations in nonzero-sum differential games of affine nonlinear systems

Author: M. D. S. Aliyu

Published in: Decisions in Economics and Finance | Issue 1-2/2017

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Abstract

In this paper, we present iterative or successive approximation methods for solving the coupled Hamilton–Jacobi–Isaacs equations (HJIEs) arising in nonzero-sum differential game for affine nonlinear systems. We particularly consider the ones arising in mixed \({\mathcal H}_{2}/{\mathcal H}_{\infty }\) control. However, the approach is perfectly general and can be applied to any others including those arising in the N-player case. The convergence of the method is established under fairly mild assumptions, and examples are solved to demonstrate the utility of the method. The results are also specialized to the coupled algebraic Riccati equations arising typically in mixed \({\mathcal H}_{2}/{\mathcal H}_{\infty }\) linear control. In this case, a bound within which the optimal solution lies is established. Finally, based on the iterative approach developed, a local existence result for the solution of the coupled-HJIEs is also established.

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Footnotes
1
Ignoring this assumption only makes the manipulations more lengthy. But the results remain the same.
 
Literature
go back to reference Abou-Kandil, H., Freiling, G., Jank, G.: Solution and asymptotic behavior of coupled Riccati equations in jump linear systems. IEEE Trans. Autom. Control 39(8), 1631–1636 (1994)CrossRef Abou-Kandil, H., Freiling, G., Jank, G.: Solution and asymptotic behavior of coupled Riccati equations in jump linear systems. IEEE Trans. Autom. Control 39(8), 1631–1636 (1994)CrossRef
go back to reference Abu-Khalaf, M., Lewis, F.L., Huang, J.: Policy iterations on the Hamilton–Jacobi–Isaacs equation for \({\cal{H}}_{\infty }\) state-feedback control with input saturation. IEEE Trans. Autom. Control 51(12), 1989–1993 (2006)CrossRef Abu-Khalaf, M., Lewis, F.L., Huang, J.: Policy iterations on the Hamilton–Jacobi–Isaacs equation for \({\cal{H}}_{\infty }\) state-feedback control with input saturation. IEEE Trans. Autom. Control 51(12), 1989–1993 (2006)CrossRef
go back to reference Abu-Khalaf, M., Lewis, F.L.: Nearly optimal control laws for nonlinear systems with saturating actuators using a neural network HJB approach. IFAC J. Autom. 41(5), 779–791 (2005)CrossRef Abu-Khalaf, M., Lewis, F.L.: Nearly optimal control laws for nonlinear systems with saturating actuators using a neural network HJB approach. IFAC J. Autom. 41(5), 779–791 (2005)CrossRef
go back to reference Aliyu, M.D.S.: An approach for solving the Hamilton–Jacobi–Isaac equations arising in nonlinear \(\cal{H}_{\infty }\) control. IFAC J. Autom. 38, 877–884 (2003a)CrossRef Aliyu, M.D.S.: An approach for solving the Hamilton–Jacobi–Isaac equations arising in nonlinear \(\cal{H}_{\infty }\) control. IFAC J. Autom. 38, 877–884 (2003a)CrossRef
go back to reference Aliyu, M.D.S.: A transformation approach for solving the Hamilton–Jacobi–Bellman equations in \({\cal{H}}_{2}\) deterministic and stochastic optimal control of affine nonlinear systems. IFAC J. Autom. 39, 1243–1249 (2003b)CrossRef Aliyu, M.D.S.: A transformation approach for solving the Hamilton–Jacobi–Bellman equations in \({\cal{H}}_{2}\) deterministic and stochastic optimal control of affine nonlinear systems. IFAC J. Autom. 39, 1243–1249 (2003b)CrossRef
go back to reference Aliyu, M.D.S.: Nonlinear \({\cal{H}}_{\infty }\) Control, Hamiltonian Systems and Hamilton–Jacobi Equations. CRC Press, Taylor and Francis, Boca Raton (2011)CrossRef Aliyu, M.D.S.: Nonlinear \({\cal{H}}_{\infty }\) Control, Hamiltonian Systems and Hamilton–Jacobi Equations. CRC Press, Taylor and Francis, Boca Raton (2011)CrossRef
go back to reference Aliyu, M.D.S., Smolinsky, L.: A Parameterization approach for solving the Hamilton-Jacobi equation and application to the \({\cal{A}}_{2}\) Toda lattice. Nonlinear Dyn. Syst. Theory 5(4), 323–344 (2005) Aliyu, M.D.S., Smolinsky, L.: A Parameterization approach for solving the Hamilton-Jacobi equation and application to the \({\cal{A}}_{2}\) Toda lattice. Nonlinear Dyn. Syst. Theory 5(4), 323–344 (2005)
go back to reference Barbu, V., Prata, Da G.: Hamilton–Jacobi Equations in Hilbert Space. Pitman Advanced Publishing Program, London (1983) Barbu, V., Prata, Da G.: Hamilton–Jacobi Equations in Hilbert Space. Pitman Advanced Publishing Program, London (1983)
go back to reference Bardi, M., Capuzzo-Dolcetta, I.: Optimal Control and Viscosity Solutions of Hamilton–Jacobi–Bellman Equations. Systems & Control Foundations, Birhauser (1997)CrossRef Bardi, M., Capuzzo-Dolcetta, I.: Optimal Control and Viscosity Solutions of Hamilton–Jacobi–Bellman Equations. Systems & Control Foundations, Birhauser (1997)CrossRef
go back to reference Basar, T., Bernhard, P.: \({\cal{H}}_{\infty }\) Optimal Control and Related Minimax Design. Birkhauser, New York (1991) Basar, T., Bernhard, P.: \({\cal{H}}_{\infty }\) Optimal Control and Related Minimax Design. Birkhauser, New York (1991)
go back to reference Basar, T., Olsder, G.J.: Dynamic Noncooperative Game Theory. Academic Press, New York (1982) Basar, T., Olsder, G.J.: Dynamic Noncooperative Game Theory. Academic Press, New York (1982)
go back to reference Beard, R.W., Saridas, G.N., Wen, J.T.: Galerkin approximations of the generalized HJB equation. IFAC J. Autom. 33(12), 2159–2177 (1997)CrossRef Beard, R.W., Saridas, G.N., Wen, J.T.: Galerkin approximations of the generalized HJB equation. IFAC J. Autom. 33(12), 2159–2177 (1997)CrossRef
go back to reference Beard, R.W., Saridas, G.N., Wen, J.T.: Successive Galerkin approximation algorithms for nonlinear optimal and robust control. Int. J. Control 71(5), 717–743 (1998)CrossRef Beard, R.W., Saridas, G.N., Wen, J.T.: Successive Galerkin approximation algorithms for nonlinear optimal and robust control. Int. J. Control 71(5), 717–743 (1998)CrossRef
go back to reference Benton, S.H.: The Hamilton–Jacobi Equation: A Global Approach. Academic Press, New York (1977) Benton, S.H.: The Hamilton–Jacobi Equation: A Global Approach. Academic Press, New York (1977)
go back to reference Chen, B.-S., Chang, Y.-C.: Nonlinear mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) control for robust tracking of robotic systems. Int. J. Control 67(6), 837–857 (1998)CrossRef Chen, B.-S., Chang, Y.-C.: Nonlinear mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) control for robust tracking of robotic systems. Int. J. Control 67(6), 837–857 (1998)CrossRef
go back to reference Coddington, E.A., Levinsone, N.: Ordinary Differential Equations. McGraw Hill, New York (1955) Coddington, E.A., Levinsone, N.: Ordinary Differential Equations. McGraw Hill, New York (1955)
go back to reference Cox, D., Little, J., O’Shea, D.: Ideals, Varieties and Algorithms: An Introduction to Computational Algebraic Geometry and Commutative Algebra, 3rd edn. Springer, New York (2007)CrossRef Cox, D., Little, J., O’Shea, D.: Ideals, Varieties and Algorithms: An Introduction to Computational Algebraic Geometry and Commutative Algebra, 3rd edn. Springer, New York (2007)CrossRef
go back to reference Denman, E.D.: An additional algorithm for a system of coupled algebraic matrix Riccati equations. IEEE Trans. Comput. 26(1), 91–93 (1976)CrossRef Denman, E.D.: An additional algorithm for a system of coupled algebraic matrix Riccati equations. IEEE Trans. Comput. 26(1), 91–93 (1976)CrossRef
go back to reference Doyle, J.C., Zhou, K., Glover, K., Bodenheimer, B.: Optimal control with mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) performance objectives-II: optimal control. IEEE Trans. Autom. Control 39(8), 1575–1587 (1994)CrossRef Doyle, J.C., Zhou, K., Glover, K., Bodenheimer, B.: Optimal control with mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) performance objectives-II: optimal control. IEEE Trans. Autom. Control 39(8), 1575–1587 (1994)CrossRef
go back to reference Evans, L.C.: Partial Differential Equations, Graduate Studies in Mathematics. American Mathmtical Society, Providence (1998) Evans, L.C.: Partial Differential Equations, Graduate Studies in Mathematics. American Mathmtical Society, Providence (1998)
go back to reference Fleming, W.H., Soner, M.: Controlled Markov Processes and Viscosity Solutions. Springer, New York (2006) Fleming, W.H., Soner, M.: Controlled Markov Processes and Viscosity Solutions. Springer, New York (2006)
go back to reference Freiling, G., Jank, G., AbouKandil, H.: On the global existence of coupled matrix Riccati equations in closed-loop Nash games. IEEE Trans. Autom. Control 41(2), 264–269 (1996)CrossRef Freiling, G., Jank, G., AbouKandil, H.: On the global existence of coupled matrix Riccati equations in closed-loop Nash games. IEEE Trans. Autom. Control 41(2), 264–269 (1996)CrossRef
go back to reference Freiling, G., Lee, S.-R., Jank, G.: Coupled matrix Riccati equations in minimum cost variance control problems. IEEE Trans. Autom. Control 44(3), 556–560 (1999)CrossRef Freiling, G., Lee, S.-R., Jank, G.: Coupled matrix Riccati equations in minimum cost variance control problems. IEEE Trans. Autom. Control 44(3), 556–560 (1999)CrossRef
go back to reference Glad, S.T.: Robustness of nonlinear state-feedback—a survey. IFAC J. Autom. 23, 425–435 (1987)CrossRef Glad, S.T.: Robustness of nonlinear state-feedback—a survey. IFAC J. Autom. 23, 425–435 (1987)CrossRef
go back to reference Isaacs, R.: Differential Games, SIAM Series in Applied Mathematics. Wiley, New York (1965) Isaacs, R.: Differential Games, SIAM Series in Applied Mathematics. Wiley, New York (1965)
go back to reference Jiang, Y., Jiang, Z.-P.: Global adaptive dynamic programming for continuous-time nonlinear systems. IEEE Trans. Autom. Control 60(11), 2917–2929 (2015)CrossRef Jiang, Y., Jiang, Z.-P.: Global adaptive dynamic programming for continuous-time nonlinear systems. IEEE Trans. Autom. Control 60(11), 2917–2929 (2015)CrossRef
go back to reference Johnson, M., Bhasin, S., Dixon, W.E.: Nonlinear two-player zero-sum game approximate solution using a policy iteration algorithm. In: Proceedings 50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC), pp. 142–147 (2011) Johnson, M., Bhasin, S., Dixon, W.E.: Nonlinear two-player zero-sum game approximate solution using a policy iteration algorithm. In: Proceedings 50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC), pp. 142–147 (2011)
go back to reference Khalil, H.K.: Nonlinear Systems. Mcmillan Publishers, New York (1992) Khalil, H.K.: Nonlinear Systems. Mcmillan Publishers, New York (1992)
go back to reference Kleinmann, D.L.: On an iterative technique for Riccati equation computations. IEEE Trans. Autom. Control 13, 114–115 (1968)CrossRef Kleinmann, D.L.: On an iterative technique for Riccati equation computations. IEEE Trans. Autom. Control 13, 114–115 (1968)CrossRef
go back to reference Lee, C.-H.: An improved lower matrix bound for the solution of unified coupled Riccati equation. IEEE Trans. Autom. Control 50(8), 1221–1223 (2005)CrossRef Lee, C.-H.: An improved lower matrix bound for the solution of unified coupled Riccati equation. IEEE Trans. Autom. Control 50(8), 1221–1223 (2005)CrossRef
go back to reference Li, T.-Y., Gajic, Z.: Lyapunov Iterations for Solving Coupled Algebraic Riccati Equations of Nash Differential games and algebraic Riccati Equations of zero-sum games, New Trends in Dynamic Games and Applications. Birkhuser, Boston (1995) Li, T.-Y., Gajic, Z.: Lyapunov Iterations for Solving Coupled Algebraic Riccati Equations of Nash Differential games and algebraic Riccati Equations of zero-sum games, New Trends in Dynamic Games and Applications. Birkhuser, Boston (1995)
go back to reference Limebeer, D.J.N., Anderson, B.D.O., Hendel, B.: A Nash game approach to mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) control problem. IEEE Trans. Autom. Control 39(4), 824–839 (1994) Limebeer, D.J.N., Anderson, B.D.O., Hendel, B.: A Nash game approach to mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) control problem. IEEE Trans. Autom. Control 39(4), 824–839 (1994)
go back to reference Lin, W.: Mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) control for nonlinear systems. Int. J. Control 64(5), 899–922 (1996)CrossRef Lin, W.: Mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) control for nonlinear systems. Int. J. Control 64(5), 899–922 (1996)CrossRef
go back to reference Lions, P.L.: Generalized Solutions of Hamilton–Jacobi Equations. Research Notes in Mathematics. Pitman Advanced Publishing Program, London (1982) Lions, P.L.: Generalized Solutions of Hamilton–Jacobi Equations. Research Notes in Mathematics. Pitman Advanced Publishing Program, London (1982)
go back to reference Lukes, D.L.: Optimal regulation of nonlinear dynamical systems. SIAM J. Control 7, 75–100 (1969)CrossRef Lukes, D.L.: Optimal regulation of nonlinear dynamical systems. SIAM J. Control 7, 75–100 (1969)CrossRef
go back to reference Meyer, G.G.L., Payne, H.J.: An iterative method of solution of the algebraic Riccati equation. IEEE Trans. Autom. Control 17(6), 550–551 (1972)CrossRef Meyer, G.G.L., Payne, H.J.: An iterative method of solution of the algebraic Riccati equation. IEEE Trans. Autom. Control 17(6), 550–551 (1972)CrossRef
go back to reference Ohtsuka, T.: Solutions to the Hamilton–Jacobi equation with algebraic gradients. IEEE Trans. Autom. Control 56(8), 1874–1885 (2011)CrossRef Ohtsuka, T.: Solutions to the Hamilton–Jacobi equation with algebraic gradients. IEEE Trans. Autom. Control 56(8), 1874–1885 (2011)CrossRef
go back to reference Ortega, J.M., Rheinboldt, W.C.: Iterative Solution of Nonlinear Equations in Several Variables. Academic Press, London (1970) Ortega, J.M., Rheinboldt, W.C.: Iterative Solution of Nonlinear Equations in Several Variables. Academic Press, London (1970)
go back to reference Papavassilopouos, G.P., Medanic, J.V., Cruz, J.B.: On the existence of Nash strategies and solutions to coupled Riccati equations in linear-quadratic Nash games. J. Optim. Theory Appl. 28(4), 49–76 (1979)CrossRef Papavassilopouos, G.P., Medanic, J.V., Cruz, J.B.: On the existence of Nash strategies and solutions to coupled Riccati equations in linear-quadratic Nash games. J. Optim. Theory Appl. 28(4), 49–76 (1979)CrossRef
go back to reference Papavassilopouos, G.P., Olsder, G.J.: On linear-quadratic closed-loop no memory Nash game. J. Optim. Theory Appl. 42(4), 551–560 (1984)CrossRef Papavassilopouos, G.P., Olsder, G.J.: On linear-quadratic closed-loop no memory Nash game. J. Optim. Theory Appl. 42(4), 551–560 (1984)CrossRef
go back to reference Salama, A.I.A., Ghourishankar, V.: A Computational algorithm for solving a system of coupled algebraic Riccati equations. IEEE Trans. Comput. 23(1), 100–102 (1974)CrossRef Salama, A.I.A., Ghourishankar, V.: A Computational algorithm for solving a system of coupled algebraic Riccati equations. IEEE Trans. Comput. 23(1), 100–102 (1974)CrossRef
go back to reference Starr, A.W., Ho, W.C.: Nonzero-sum differential games. J. Optim. Theory Appl. 3(4), 207–219 (1969a)CrossRef Starr, A.W., Ho, W.C.: Nonzero-sum differential games. J. Optim. Theory Appl. 3(4), 207–219 (1969a)CrossRef
go back to reference Starr, A.W., Ho, W.C.: Further properties of nonzero-sum differential games. J. Optim. Theory Appl. 3(3), 184–206 (1969b)CrossRef Starr, A.W., Ho, W.C.: Further properties of nonzero-sum differential games. J. Optim. Theory Appl. 3(3), 184–206 (1969b)CrossRef
go back to reference Vamvoudakis, K.G., Lewis, F.G.: Nonzero-sum differential games: online learning solution of coupled Hamilton–Jacobi and coupled Riccati equations. In: Proceedings of IEEE International Symposium on Intelligent Control, pp. 171–178, Denver, Colorado, USA (2011a) Vamvoudakis, K.G., Lewis, F.G.: Nonzero-sum differential games: online learning solution of coupled Hamilton–Jacobi and coupled Riccati equations. In: Proceedings of IEEE International Symposium on Intelligent Control, pp. 171–178, Denver, Colorado, USA (2011a)
go back to reference Vamvoudakis, K.G., Lewis, F.L.: Multi-player non-zero-sum games: online adaptive learning solution of coupled Hamilton–Jacobi equations. IFAC J Autom. 47(8), 1556–1569 (2011b)CrossRef Vamvoudakis, K.G., Lewis, F.L.: Multi-player non-zero-sum games: online adaptive learning solution of coupled Hamilton–Jacobi equations. IFAC J Autom. 47(8), 1556–1569 (2011b)CrossRef
go back to reference Vamvoudakis, K.G., Lewis, F.L.: Online neural network solution of nonlinear two-player zero-sum games using synchronous policy iteration. Int. J. Robust Nonlinear Control 22(13), 1460–1483 (2012)CrossRef Vamvoudakis, K.G., Lewis, F.L.: Online neural network solution of nonlinear two-player zero-sum games using synchronous policy iteration. Int. J. Robust Nonlinear Control 22(13), 1460–1483 (2012)CrossRef
go back to reference Vit, K.: Iterative solution of the Riccati equation. IEEE Trans. Autom. Control 17(2), 258–259 (1972)CrossRef Vit, K.: Iterative solution of the Riccati equation. IEEE Trans. Autom. Control 17(2), 258–259 (1972)CrossRef
go back to reference Yong, J., Zhou, X.Y.: Stochastic Controls. Hamiltonian Systems and HJB Equations. Springer, New York (1999) Yong, J., Zhou, X.Y.: Stochastic Controls. Hamiltonian Systems and HJB Equations. Springer, New York (1999)
go back to reference Zeidler, E.: Nonlinear Functional Analysis and Its Applications: Fixed Point Theorems, vol. 1. Springer, Hiedelberg (1985)CrossRef Zeidler, E.: Nonlinear Functional Analysis and Its Applications: Fixed Point Theorems, vol. 1. Springer, Hiedelberg (1985)CrossRef
go back to reference Zhou, K., Glover, K., Bodenheimer, B., Doyle, J.C.: Mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) performance objectives-I: robust performance analysis. IEEE Trans. Autom. Control 39(8), 1564–1574 (1994)CrossRef Zhou, K., Glover, K., Bodenheimer, B., Doyle, J.C.: Mixed \({\cal{H}}_{2}/{\cal{H}}_{\infty }\) performance objectives-I: robust performance analysis. IEEE Trans. Autom. Control 39(8), 1564–1574 (1994)CrossRef
Metadata
Title
An iterative computational scheme for solving the coupled Hamilton–Jacobi–Isaacs equations in nonzero-sum differential games of affine nonlinear systems
Author
M. D. S. Aliyu
Publication date
21-01-2017
Publisher
Springer Milan
Published in
Decisions in Economics and Finance / Issue 1-2/2017
Print ISSN: 1593-8883
Electronic ISSN: 1129-6569
DOI
https://doi.org/10.1007/s10203-017-0184-x

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