Title :
Risk-Sensitive Mean-Field Games
Author :
Tembine, Hamidou ; Quanyan Zhu ; Basar, Tamer
Author_Institution :
KAUST Strategic Res. Initiative Center for Uncertainty Quantification in Comput. Sci. & Eng., King Abdullah Univ. of Sci. & Technol., Thuwal, Saudi Arabia
Abstract :
In this paper, we study a class of risk-sensitive mean-field stochastic differential games. We show that under appropriate regularity conditions, the mean-field value of the stochastic differential game with exponentiated integral cost functional coincides with the value function satisfying a Hamilton -Jacobi- Bellman (HJB) equation with an additional quadratic term. We provide an explicit solution of the mean-field best response when the instantaneous cost functions are log-quadratic and the state dynamics are affine in the control. An equivalent mean-field risk-neutral problem is formulated and the corresponding mean-field equilibria are characterized in terms of backward-forward macroscopic McKean-Vlasov equations, Fokker-Planck-Kolmogorov equations, and HJB equations. We provide numerical examples on the mean field behavior to illustrate both linear and McKean-Vlasov dynamics.
Keywords :
Fokker-Planck equation; H∞ control; decentralised control; differential games; stochastic games; stochastic systems; Fokker-Planck-Kolmogorov equation; HJB equation; Hamilton -Jacobi- Bellman equation; McKean-Vlasov dynamics; appropriate regularity condition; backward-forward macroscopic McKean-Vlasov equations; equivalent mean-field risk-neutral problem; exponentiated integral cost functional; instantaneous cost function; linear dynamics; log-quadratic; mean field behavior; mean-field best response; mean-field equilibria; mean-field value; risk-sensitive mean-field games; risk-sensitive mean-field stochastic differential games; state dynamics; value function; Cost function; Equations; Games; Mathematical model; Sociology; Statistics; Stochastic processes; Decentralized control; H infinity control;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2289711