A Distributed Algorithm For Almost-Nash Equilibria of Average Aggregative Games With Coupling Constraints

We consider the framework of average aggregative games, where the cost function of each agent depends on his own strategy and on the average population strategy. We focus on the case in which the agents are coupled not only via their cost functions, but also via a shared constraint coupling their strategies. We propose a distributed algorithm that achieves an $\varepsilon$-Nash equilibrium by requiring only local communications of the agents, as specified by a sparse communication network. The proof of convergence of the algorithm relies on the auxiliary class of network aggregative games. We apply our theoretical findings to a multimarket Cournot game with transportation costs and maximum market capacity.

[1]  Michael Patriksson,et al.  Sensitivity Analysis of Aggregated Variational Inequality Problems, with Application to Traffic Equilibria , 2003, Transp. Sci..

[2]  J. Goodman Note on Existence and Uniqueness of Equilibrium Points for Concave N-Person Games , 1965 .

[3]  G. Hug,et al.  Distributed robust economic dispatch in power systems: A consensus + innovations approach , 2012, 2012 IEEE Power and Energy Society General Meeting.

[4]  Lacra Pavel,et al.  A doubly-augmented operator splitting approach for distributed GNE seeking over networks , 2018, 2018 IEEE Conference on Decision and Control (CDC).

[5]  A. Nagurney Network Economics: A Variational Inequality Approach , 1992 .

[6]  Thomas L. Magnanti,et al.  Sensitivity Analysis for Variational Inequalities , 1992, Math. Oper. Res..

[7]  Ian A. Hiskens,et al.  Decentralized charging control for large populations of plug-in electric vehicles , 2010, 49th IEEE Conference on Decision and Control (CDC).

[8]  Thomas L. Magnanti,et al.  Sensitivity Analysis for Variational Inequalities Defined on Polyhedral Sets , 1989, Math. Oper. Res..

[9]  Farzad Salehisadaghiani,et al.  Generalized Nash Equilibrium Problem by the Alternating Direction Method of Multipliers , 2017, ArXiv.

[10]  Lacra Pavel,et al.  Distributed Generalized Nash Equilibria Computation of Monotone Games via Double-Layer Preconditioned Proximal-Point Algorithms , 2019, IEEE Transactions on Control of Network Systems.

[11]  Andreas Fischer,et al.  On generalized Nash games and variational inequalities , 2007, Oper. Res. Lett..

[12]  R. Wets,et al.  On the convergence of sequences of convex sets in finite dimensions , 1979 .

[13]  Francesca Parise,et al.  Network Aggregative Games and Distributed Mean Field Control via Consensus Theory , 2015, ArXiv.

[14]  Zhihua Qu,et al.  Distributed estimation of algebraic connectivity of directed networks , 2013, Syst. Control. Lett..

[15]  Francesca Parise,et al.  Nash and Wardrop Equilibria in Aggregative Games With Coupling Constraints , 2017, IEEE Transactions on Automatic Control.

[16]  Angelia Nedic,et al.  Distributed Algorithms for Aggregative Games on Graphs , 2016, Oper. Res..

[17]  José R. Correa,et al.  Sloan School of Management Working Paper 4319-03 June 2003 Selfish Routing in Capacitated Networks , 2022 .

[18]  F. Facchinei,et al.  Finite-Dimensional Variational Inequalities and Complementarity Problems , 2003 .

[19]  Jerzy Kyparisis,et al.  Sensitivity analysis framework for variational inequalities , 1987, Math. Program..

[20]  Lacra Pavel,et al.  Games with coupled propagated constraints in optical networks with multi-link topologies , 2009, Autom..

[21]  Thomas Brinkhoff,et al.  A Framework for Generating Network-Based Moving Objects , 2002, GeoInformatica.

[22]  Francesca Parise,et al.  Network aggregative games: Distributed convergence to Nash equilibria , 2015, 2015 54th IEEE Conference on Decision and Control (CDC).

[23]  A. Hoffman On approximate solutions of systems of linear inequalities , 1952 .

[24]  I. Singer,et al.  The distance to a polyhedron , 1992 .

[25]  Shu Liang,et al.  Distributed Nash equilibrium seeking for aggregative games with coupled constraints , 2016, Autom..

[26]  Prashant G. Mehta,et al.  Nash Equilibrium Problems With Scaled Congestion Costs and Shared Constraints , 2011, IEEE Transactions on Automatic Control.

[27]  Francisco Facchinei,et al.  Convex Optimization, Game Theory, and Variational Inequality Theory , 2010, IEEE Signal Processing Magazine.

[28]  Eitan Altman,et al.  CDMA Uplink Power Control as a Noncooperative Game , 2002, Wirel. Networks.

[29]  Lacra Pavel,et al.  Asynchronous Distributed Algorithms for Seeking Generalized Nash Equilibria Under Full and Partial-Decision Information , 2018, IEEE Transactions on Cybernetics.

[30]  Lacra Pavel,et al.  Distributed GNE Seeking Under Partial-Decision Information Over Networks via a Doubly-Augmented Operator Splitting Approach , 2018, IEEE Transactions on Automatic Control.

[31]  Francesca Parise,et al.  Decentralized Convergence to Nash Equilibria in Constrained Deterministic Mean Field Control , 2014, IEEE Transactions on Automatic Control.

[32]  U. Mosco Convergence of convex sets and of solutions of variational inequalities , 1969 .

[33]  O. Mangasarian,et al.  Lipschitz continuity of solutions of linear inequalities, programs and complementarity problems , 1987 .

[34]  Lacra Pavel,et al.  An operator splitting approach for distributed generalized Nash equilibria computation , 2019, Autom..

[35]  Francesca Parise,et al.  A distributed algorithm for average aggregative games with coupling constraints , 2017, ArXiv.

[36]  He Chen,et al.  Autonomous Demand Side Management Based on Energy Consumption Scheduling and Instantaneous Load Billing: An Aggregative Game Approach , 2013, IEEE Transactions on Smart Grid.

[37]  John N. Tsitsiklis,et al.  Efficiency loss in a network resource allocation game: the case of elastic supply , 2004, IEEE Transactions on Automatic Control.

[38]  Sergio Grammatico,et al.  An asynchronous, forward-backward, distributed generalized Nash equilibrium seeking algorithm , 2019, 2019 18th European Control Conference (ECC).

[39]  Angelia Nedic,et al.  A gossip algorithm for aggregative games on graphs , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[40]  N. D. Yen Lipschitz Continuity of Solutions of Variational Inequalities with a Parametric Polyhedral Constraint , 1995, Math. Oper. Res..