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Erschienen in: Dynamic Games and Applications 3/2016

01.09.2016

Robust Mean Field Games

verfasst von: Dario Bauso, Hamidou Tembine, Tamer Başar

Erschienen in: Dynamic Games and Applications | Ausgabe 3/2016

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Abstract

Recently there has been renewed interest in large-scale games in several research disciplines, with diverse application domains as in the smart grid, cloud computing, financial markets, biochemical reaction networks, transportation science, and molecular biology. Prior works have provided rich mathematical foundations and equilibrium concepts but relatively little in terms of robustness in the presence of uncertainties. In this paper, we study mean field games with uncertainty in both states and payoffs. We consider a population of players with individual states driven by a standard Brownian motion and a disturbance term. The contribution is threefold: First, we establish a mean field system for such robust games. Second, we apply the methodology to production of an exhaustible resource. Third, we show that the dimension of the mean field system can be significantly reduced by considering a functional of the first moment of the mean field process.

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Fußnoten
1
The distance and the norm referred to throughout the paper is the \(L^2\) norm \(\Vert \cdot \Vert _2\). For instance, \(\hbox {dist}(x,A)=\min _{y \in A} \Vert x-y\Vert _2\).
 
Literatur
1.
Zurück zum Zitat Aldous D (1985) Exchangeability and related topics. In: Hennequin P (ed) Ecole d’ Ete de Probabilites de Saint-Flour XIII–1983. Springer, Heidelberg. Lecture notes in mathematics, vol 1117, pp 1–198 Aldous D (1985) Exchangeability and related topics. In: Hennequin P (ed) Ecole d’ Ete de Probabilites de Saint-Flour XIII–1983. Springer, Heidelberg. Lecture notes in mathematics, vol 1117, pp 1–198
2.
Zurück zum Zitat Bagagiolo F, Bauso D (2011) Objective function design for robust optimality of linear control under state-constraints and uncertainty. ESAIM Control Optim Calc Var 17:155–177MathSciNetCrossRefMATH Bagagiolo F, Bauso D (2011) Objective function design for robust optimality of linear control under state-constraints and uncertainty. ESAIM Control Optim Calc Var 17:155–177MathSciNetCrossRefMATH
3.
Zurück zum Zitat Başar T (1999) Nash equilibria of risk-sensitive nonlinear stochastic differential games. J Optim Theory Appl 100(3):479–498MathSciNetCrossRefMATH Başar T (1999) Nash equilibria of risk-sensitive nonlinear stochastic differential games. J Optim Theory Appl 100(3):479–498MathSciNetCrossRefMATH
4.
Zurück zum Zitat Başar T, Bernhard P (1995) \(H^\infty \)-optimal control and related minimax design problems: a dynamic game approach. Birkhäuser, Boston, MAMATH Başar T, Bernhard P (1995) \(H^\infty \)-optimal control and related minimax design problems: a dynamic game approach. Birkhäuser, Boston, MAMATH
5.
Zurück zum Zitat Başar T, Olsder GJ (1999) Dynamic noncooperative game theory. SIAM Series in Classics in Applied Mathematics, PhiladelphiaMATH Başar T, Olsder GJ (1999) Dynamic noncooperative game theory. SIAM Series in Classics in Applied Mathematics, PhiladelphiaMATH
7.
Zurück zum Zitat Bauso D, Tembine H (2015) Crowd-averse cyber-physical systems: the paradigm of robust mean field games. IEEE T Automat Contr, Accepted June 2015 Bauso D, Tembine H (2015) Crowd-averse cyber-physical systems: the paradigm of robust mean field games. IEEE T Automat Contr, Accepted June 2015
8.
Zurück zum Zitat Bauso D, Tembine H, Başar T (2012) Robust mean field games with application to production of an exhaustible resource. In: Proceedings of the 7th IFAC symposium on robust control design, Aalborg, Denmark, June 20–22 Bauso D, Tembine H, Başar T (2012) Robust mean field games with application to production of an exhaustible resource. In: Proceedings of the 7th IFAC symposium on robust control design, Aalborg, Denmark, June 20–22
9.
Zurück zum Zitat Benamou JD, Brenier Y (2000) A computational fluid mechanics solution to the Monge–Kantorovich mass transfer problem. Numer Math 84:375–393MathSciNetCrossRefMATH Benamou JD, Brenier Y (2000) A computational fluid mechanics solution to the Monge–Kantorovich mass transfer problem. Numer Math 84:375–393MathSciNetCrossRefMATH
12.
Zurück zum Zitat Cesa-Bianchi N, Lugosi G (2006) Prediction, learning and games. Cambridge University Press, Cambridge, MACrossRefMATH Cesa-Bianchi N, Lugosi G (2006) Prediction, learning and games. Cambridge University Press, Cambridge, MACrossRefMATH
13.
Zurück zum Zitat de Finetti B (1931) Funzione caratteristica di un fenomeno aleatorio. In: Atti della R. Academia Nazionale dei Lincei, Serie 6. Memorie, Classe di Scienze Fisiche, vol 4. Mathematice e Naturale, pp 251–299 de Finetti B (1931) Funzione caratteristica di un fenomeno aleatorio. In: Atti della R. Academia Nazionale dei Lincei, Serie 6. Memorie, Classe di Scienze Fisiche, vol 4. Mathematice e Naturale, pp 251–299
14.
17.
Zurück zum Zitat Gueant O, Lasry JM, Lions PL (2010) Mean field games and applications. In: Paris-Princeton lectures, Springer, Berlin Gueant O, Lasry JM, Lions PL (2010) Mean field games and applications. In: Paris-Princeton lectures, Springer, Berlin
23.
Zurück zum Zitat Huang MY, Caines PE, Malhamé RP (2003) Individual and mass behaviour in large population stochastic wireless power control problems: centralized and nash equilibrium solutions. In: IEEE conference on decision and control, HI, USA, pp 98–103 Huang MY, Caines PE, Malhamé RP (2003) Individual and mass behaviour in large population stochastic wireless power control problems: centralized and nash equilibrium solutions. In: IEEE conference on decision and control, HI, USA, pp 98–103
24.
Zurück zum Zitat Huang MY, Malhame RP, Caines PE (2006) Nash certainty equivalence in large population stochastic dynamic games: connections with the physics of interacting particle systems. In: 45th IEEE conference on decision and control, San Diego, pp 4921–4926 Huang MY, Malhame RP, Caines PE (2006) Nash certainty equivalence in large population stochastic dynamic games: connections with the physics of interacting particle systems. In: 45th IEEE conference on decision and control, San Diego, pp 4921–4926
25.
Zurück zum Zitat Huang MY, Caines PE, Malhamé RP (2006) Large population stochastic dynamic games: closed loop Kean–Vlasov systems and the Nash certainty equivalence principle. Commun Inf Syst 6(3):221–252MathSciNetMATH Huang MY, Caines PE, Malhamé RP (2006) Large population stochastic dynamic games: closed loop Kean–Vlasov systems and the Nash certainty equivalence principle. Commun Inf Syst 6(3):221–252MathSciNetMATH
26.
Zurück zum Zitat Huang M, Caines P, Malhamé R (2007) Population cost-coupled LQG problems with non-uniform agents: individual-mass behaviour and decentralized \(\epsilon \)-Nash equilibria. Trans Autom Control 52(9):1560–1571CrossRef Huang M, Caines P, Malhamé R (2007) Population cost-coupled LQG problems with non-uniform agents: individual-mass behaviour and decentralized \(\epsilon \)-Nash equilibria. Trans Autom Control 52(9):1560–1571CrossRef
28.
29.
Zurück zum Zitat Lasry J-M, Lions P-L (2006) Jeux à champ moyen. II Horizon fini et controle optimal. Comptes Rendus Math 343(10):679–684MathSciNetCrossRef Lasry J-M, Lions P-L (2006) Jeux à champ moyen. II Horizon fini et controle optimal. Comptes Rendus Math 343(10):679–684MathSciNetCrossRef
34.
36.
Zurück zum Zitat Lehrer E, Solan E, Bauso D (2011) Repeated games over networks with vector payoffs: the notion of attainability. In: Proceedings of the NetGCoop 2011, Paris, October 2011 Lehrer E, Solan E, Bauso D (2011) Repeated games over networks with vector payoffs: the notion of attainability. In: Proceedings of the NetGCoop 2011, Paris, October 2011
37.
38.
Zurück zum Zitat Loparo KA, Feng X (1996) Stability of stochastic systems. In: The control handbook. CRC Press, Boca Raton, FL Loparo KA, Feng X (1996) Stability of stochastic systems. In: The control handbook. CRC Press, Boca Raton, FL
39.
Zurück zum Zitat Pesenti R, Bauso D (2011) Mean field linear quadratic games with set up costs. In: Proceedings of the international conference on NETwork Games, COntrol and OPtimization (NetGCooP 2011), Paris, pp 12–14 Pesenti R, Bauso D (2011) Mean field linear quadratic games with set up costs. In: Proceedings of the international conference on NETwork Games, COntrol and OPtimization (NetGCooP 2011), Paris, pp 12–14
41.
Zurück zum Zitat Selten R (1970) Preispolitik der Mehrprodktenunternehmung in der statischen theorie. Springer, BerlinCrossRefMATH Selten R (1970) Preispolitik der Mehrprodktenunternehmung in der statischen theorie. Springer, BerlinCrossRefMATH
42.
Zurück zum Zitat Soulaimani AS, Quincampoix M, Sorin S (2009) Approchability theory, discriminating domain and differential games. SIAM J Control Optim 48(4):2461–2479MathSciNetCrossRefMATH Soulaimani AS, Quincampoix M, Sorin S (2009) Approchability theory, discriminating domain and differential games. SIAM J Control Optim 48(4):2461–2479MathSciNetCrossRefMATH
45.
Zurück zum Zitat Tembine H, Le Boudec JY, ElAzouzi R, Altman E (2009) Mean field asymptotic of Markov decision evolutionary games. In: International IEEE conference on game theory for networks, Gamenets Tembine H, Le Boudec JY, ElAzouzi R, Altman E (2009) Mean field asymptotic of Markov decision evolutionary games. In: International IEEE conference on game theory for networks, Gamenets
46.
Zurück zum Zitat Tembine H, Zhu Q, Başar T (2014) Risk-sensitive mean field games, games. IEEE T Automat Contr 59(4):835–850MathSciNetCrossRef Tembine H, Zhu Q, Başar T (2014) Risk-sensitive mean field games, games. IEEE T Automat Contr 59(4):835–850MathSciNetCrossRef
47.
Zurück zum Zitat Tembine H, Zhu Q, Başar T (2011) Risk-sensitive mean-field stochastic differential games. In: Proceedings of the 2011 IFAC World Congress, Milan, Italy, August 29–September 2, pp 3222–3227 Tembine H, Zhu Q, Başar T (2011) Risk-sensitive mean-field stochastic differential games. In: Proceedings of the 2011 IFAC World Congress, Milan, Italy, August 29–September 2, pp 3222–3227
50.
Zurück zum Zitat Weintraub GY, Benkard C, Van Roy B (2005) Oblivious equilibrium: a mean field approximation for large-scale dynamic games. In: Advances in neural information processing systems. MIT Press, Cambridge, MA Weintraub GY, Benkard C, Van Roy B (2005) Oblivious equilibrium: a mean field approximation for large-scale dynamic games. In: Advances in neural information processing systems. MIT Press, Cambridge, MA
Metadaten
Titel
Robust Mean Field Games
verfasst von
Dario Bauso
Hamidou Tembine
Tamer Başar
Publikationsdatum
01.09.2016
Verlag
Springer US
Erschienen in
Dynamic Games and Applications / Ausgabe 3/2016
Print ISSN: 2153-0785
Elektronische ISSN: 2153-0793
DOI
https://doi.org/10.1007/s13235-015-0160-4

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