Skip to main content
Log in

Weak Solutions to Fokker–Planck Equations and Mean Field Games

  • Published:
Archive for Rational Mechanics and Analysis Aims and scope Submit manuscript

Abstract

We deal with systems of PDEs, arising in mean field games theory, where viscous Hamilton–Jacobi and Fokker–Planck equations are coupled in a forward-backward structure. We consider the case of local coupling, when the running cost depends on the pointwise value of the distribution density of the agents, in which case the smoothness of solutions is mostly unknown. We develop a complete weak theory, proving that those systems are well-posed in the class of weak solutions for monotone couplings under general growth conditions, and for superlinear convex Hamiltonians. As a key tool, we prove new results for Fokker–Planck equations under minimal assumptions on the drift, through a characterization of weak and renormalized solutions. The results obtained give new perspectives even for the case of uncoupled equations as far as the uniqueness of weak solutions is concerned.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. Abdellaoui, B., Dall’Aglio, A., Peral, I.: Regularity and nonuniqueness results for parabolic problems arising in some physical models, having natural growth in the gradient. J. Math. Pures Appl. 90, 242–269 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  2. Achdou, Y., Capuzzo Dolcetta, I.: Mean field games: numerical methods. SIAM J. Numer. Anal., 48, 1136–1162 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  3. Aronson, D. G., Serrin, J.: Local behavior of solutions of quasilinear parabolic equations. Arch. Rational Mech. Anal. 25, 81–122 (1967)

    Article  ADS  MATH  MathSciNet  Google Scholar 

  4. Blanchard, D., Murat, F.: Renormalized solutions of nonlinear parabolic problems with L 1 data: existence and uniqueness. Proc. Royal Soc. Edinb. Sect. A 127, 1137–1152 (1997)

    Article  MATH  MathSciNet  Google Scholar 

  5. Blanchard, D., Porretta, A.: Nonlinear parabolic equations with natural growth terms and measure initial data. Ann. Scuola Norm. Sup. Pisa Cl. Sci. 30(4), 583–622 (2001)

    MATH  MathSciNet  Google Scholar 

  6. Boccardo, L.: Dirichlet problems with singular convection terms and applications, preprint

  7. Boccardo, L., Dall’Aglio, A., Gallouët, T., Orsina, L.: Nonlinear parabolic equations with measure data. J. Funct. Anal. 147, 237–258 (1997)

    Article  MATH  MathSciNet  Google Scholar 

  8. Boccardo, L., Diaz, I., Giachetti, D., Murat, F.: Existence of a solution for a weaker form of a nonlinear elliptic equation, Recent advances in nonlinear elliptic and parabolic problems (Nancy,1988), Pitman Res. Notes Math. Ser. vol. 208, p. 229–246, Longman, 1989

  9. Boccardo, L., Gallouët, T.: Nonlinear elliptic and parabolic equations involving measure data. J. Funct. Anal. 87, 149–169 (1989)

    Article  MATH  MathSciNet  Google Scholar 

  10. Boccardo, L., Orsina, L., Porretta, A.: Some noncoercive parabolic equations with lower order terms in divergence form. J. Evol. Eq. 3, 407–418 (2003)

    Article  MATH  MathSciNet  Google Scholar 

  11. Bogachev, V., Da Prato, G., Röckner, M.: Uniqueness for solutions of Fokker-Planck equations on infinite dimensional spaces. Comm. Partial Differ. Equ. 36, 925–939 (2011)

    Article  MATH  Google Scholar 

  12. Cardaliaguet, P.: Weak solutions for first order mean field games with local coupling, preprint

  13. Cardaliaguet, P., Graber, P.J.: Mean field games systems of first order. ESAIM Control Optimi. Calc. Var. (to appear)

  14. Cardaliaguet, P., Graber, P.J., Porretta, A., Tonon, D.: Second order mean field games with degenerate diffusion and local coupling, preprint (hal-01049834, arXiv:1407.7024)

  15. Cardaliaguet, P., Lasry, J.-M., Lions, P.-L., Porretta, A.: Long time average of mean field games. Netw. Heterog. Media 7, 279–301 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  16. Cardaliaguet, P., Lasry, J.-M., Lions, P.-L., Porretta, A.: Long time average of mean field games with a nonlocal coupling. Siam J. Control Optim. 51, 3558–3591 (2013)

    Article  MATH  MathSciNet  Google Scholar 

  17. Dall’Aglio, A.: Approximated solutions of equations with L1 data. Application to the H-convergence of quasi-linear parabolic equations. Ann. Mat. Pura Appl. (IV) 170, 207–240 (1996)

    Article  MATH  MathSciNet  Google Scholar 

  18. Di Perna, R. J., Lions, P.-L.: Ordinary differential equations, transport theory and Sobolev spaces. Invent. math. 98, 511–547 (1989)

    Article  ADS  MathSciNet  Google Scholar 

  19. Droniou, J.: Intégration et Espaces de Sobolev à valeurs vectorielles. http://www-gm3.univ-mrs.fr/polys/

  20. Figalli, A.: Existence and uniqueness of martingale solutions for SDEs with rough or degenerate coefficients. J. Funct. Anal. 254, 109–153 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  21. Gomes, D., Pimentel, E., Sànchez-Morgado, H.: Time-dependent mean-field games in the subquadratic case. Comm. PDE (to appear)

  22. Gomes, D., Pimentel, E., Sànchez-Morgado, H.: Time-dependent mean-field games in the superquadratic case, preprint (arXiv:1311.6684)

  23. Gomes, D., Saùde, J.: Mean field games models -a brief survey. Dyn. Games Appl. 4, 110–154 (2014)

    Article  MathSciNet  Google Scholar 

  24. Huang, M., Caines, P.E., Malhamé, R.P.: Large population stochastic dynamic games: closed-loop McKean-Vlasov systems and the Nash certainty equivalence principle. Comm. Inf. Syst. 6, 221–251 (2006)

    MATH  Google Scholar 

  25. Krylov, N.V., Röckner, M.: Strong solutions of stochastic equations withsingular time dependent drift. Probab. Theory Relat. Fields 131, 154–196 (2005)

    Article  MATH  Google Scholar 

  26. Ladyženskaja, O.A., Solonnikov, V.A., Ural’ceva, N.N.: Linear and quasilinear equations of parabolic type. Translations of Mathematical Monographs, vol. 23 American Mathematical Society, Providence, RI 1967

  27. Lasry, J.-M., Lions, P.-L.: Jeux à champ moyen. I. Le cas stationnaire. C. R. Math. Acad. Sci. Paris 343, 619–625 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  28. Lasry, J.-M., Lions, P.-L.: Jeux à champ moyen. II. Horizon fini et contròle optimal. C. R. Math. Acad. Sci. Paris 343, 679–684 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  29. Lasry, J.-M., Lions, P.-L.: Mean field games. Jpn. J. Math. 2(1), 229–260 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  30. Lasry, J.-M., Lions, P.-L., Guèant, O.: Application of Mean Field Games to Growth Theory. In: Paris-Princeton lectures on mathematical finance 2010. Lecture notes in mathematics. Springer, Berlin 2011

  31. Le Bris, C., Lions, P.-L.: Existence and uniqueness of solutions to Fokker-Planck type equations with irregular coefficients. Comm. Part. Diff. Eqs. 33, 1272–1317 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  32. Lions, P.-L.: Mathematical topics in fluid mechanics. Vol. 1. Incompressible models. Oxford Lecture Series in Mathematics and its Applications, 3. Oxford Science Publications. The Clarendon Press, Oxford University Press, New York, 1996

  33. Lions, P.-L.: Cours au Collège de France. http://www.college-de-france.fr

  34. Lions, P.-L., Murat, F.: On renormalized solutions for nonlinear elliptic equations, unpublished

  35. Murat, F.: Soluciones renormalizadas de EDP elipticas no lineales, preprint of Laboratoire d’Analyse Numérique, Université Paris VI, 1993

  36. Porretta, A.: Existence results for nonlinear parabolic equations via strong convergence of truncations. Ann. Mat. Pura Appl. 177(4), 143–172 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  37. Porretta, A.: On the planning problem for a class of Mean Field Games. C. R. Acad. Sci. Paris Ser. I 351, 457–462 (2013)

    Article  MATH  MathSciNet  Google Scholar 

  38. Porretta, A.: On the Planning Problem for the Mean Field Games System. Dyn. Games Appl. 4, 231–256 (2014)

    Article  MathSciNet  Google Scholar 

  39. Simon J.: Compact sets in L p (0, T; B). Ann. Mat. Pura Appl. 146(4), 65–96 (1987)

    MATH  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alessio Porretta.

Additional information

Communicated by P.-L. Lions

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Porretta, A. Weak Solutions to Fokker–Planck Equations and Mean Field Games. Arch Rational Mech Anal 216, 1–62 (2015). https://doi.org/10.1007/s00205-014-0799-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00205-014-0799-9

Keywords

Navigation