Abstract
This article is concerned with the numerical solution of some multi-objective optimal control problems for systems governed by linear and semilinear parabolic equations. More precisely, for such problems, we look for Nash and Pareto equilibria, which respectively correspond to appropriate noncooperative and cooperative strategies. First, we study the linear case and then some semilinear problems. In order to compute the solutions, we combine finite difference methods for the time discretization, finite element methods for the space discretization and fixed-point algorithms for the iterative solution of the discrete control problems. We also illustrate these techniques with several numerical experiments.
























Similar content being viewed by others
References
Araruna, F.D. , Fernández-Cara, E. ,Santos, M.C.: Stackelberg–Nash exact controllability for linear and semilinear parabolic equations. In: ESAIM: COCV, vol. 21, pp. 835–856 (2015)
Araruna, F.D., Fernández-Cara, E., Guerrero, S., Santos, M.C.: New results on the Stackelberg–Nash exact control of linear parabolic equations. Syst. Control Lett. 104, 78–85 (2017)
Brézis, H.: Functional Analysis. Sobolev Spaces and Partial Differential Equations. Springer, New York (2011)
Díaz, J.I.: On the von Neumann problem and the approximate controllability of Stackelberg–Nash strategies for some environmental problems. Rev. R. Acad. Cien. Ser. A Math. 96(3), 343–356 (2002)
Díaz, J.I., Lions, J.-L.: On the approximate controllability of Stackelberg–Nash strategies. In: Díaz, J.I. (ed.) Ocean Circulation and Pollution Control - A Mathematical and Numerical Investigation, pp. 17–27. Springer-Verlag, Berlin (2004)
Guillén, F.: On the approximate controllability of Stackelberg–Nash strategies for Stokes equations. Proc. Am. Math. Soc. 141(5), 1759–1773 (2013)
Lions, J.-L.: Contrôle de Pareto de systèmes distribués. Le cas d’évolution. C. R. Acad. Sci. Paris, Série I 302(11), 413–417 (1986)
Lions, J.-L.: Some remarks on Stackelberg’s optimization. Math. Models Methods Appl. Sci. 4, 477–487 (1994)
Nash, J.F.: Noncooperative games. Ann. Math. 54, 286–295 (1951)
Pareto, V.: Cours d’conomie politique. Rouge, Laussane (1896)
Ramos, A.M., Glowinski, R., Periaux, J.: Nash equilibria for the multi-objective control of linear partial partial differential equations. J. Optim. Theory Appl. 112, 457–498 (2002)
Ramos, A.M., Glowinski, R., Periaux, J.: Pointwise control of the Burgers equation and related Nash equilibria problems: a computational approach. J. Optim. Theory Appl. 112, 499–516 (2001)
Acknowledgements
This paper was written during a stay at the Institute of Mathematics of the University of Sevilla (IMUS). The authors are indebted to this Institute for its assistance.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Carvalho, P.P., Fernández-Cara, E. On the Computation of Nash and Pareto Equilibria for Some Bi-objective Control Problems. J Sci Comput 78, 246–273 (2019). https://doi.org/10.1007/s10915-018-0764-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10915-018-0764-0