Locally-Aware Constrained Games on Networks

Network games have been instrumental in understanding strategic behaviors over networks for applications such as critical infrastructure networks, social networks, and cyber-physical systems. One critical challenge of network games is that the behaviors of the players are constrained by the underlying physical laws or safety rules, and the players may not have complete knowledge of network-wide constraints. To this end, this paper proposes a game framework to study constrained games on networks, where the players are locally aware of the constraints. We use \textit{awareness levels} to capture the scope of the network constraints that players are aware of. We first define and show the existence of generalized Nash equilibria (GNE) of the game, and point out that higher awareness levels of the players would lead to a larger set of GNE solutions. We use necessary and sufficient conditions to characterize the GNE, and propose the concept of the dual game to show that one can convert a locally-aware constrained game into a two-layer unconstrained game problem. We use linear quadratic games as case studies to corroborate the analytical results, and in particular, show the duality between Bertrand games and Cournot games.%, where each layer comprises an unconstrained game.

[1]  E. Altman,et al.  Equilibrium, Games, and Pricing in Transportation and Telecommunication Networks , 2004 .

[2]  Jérôme Renault,et al.  Repeated Games with Incomplete Information , 2009, Encyclopedia of Complexity and Systems Science.

[3]  Francisco Facchinei,et al.  On the computation of all solutions of jointly convex generalized Nash equilibrium problems , 2011, Optim. Lett..

[4]  Quanyan Zhu,et al.  Electric power dependent dynamic tariffs for water distribution systems , 2017, CySWATER@CPSWeek.

[5]  Sergio Grammatico,et al.  Distributed generalized Nash equilibrium seeking in aggregative games under partial-decision information via dynamic tracking , 2019, 2019 IEEE 58th Conference on Decision and Control (CDC).

[6]  Quanyan Zhu,et al.  A Game-Theoretic Framework for Resilient and Distributed Generation Control of Renewable Energies in Microgrids , 2016, IEEE Transactions on Smart Grid.

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

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

[9]  George Hendrikse,et al.  The Theory of Industrial Organization , 1989 .

[10]  Gerard Debreu,et al.  A Social Equilibrium Existence Theorem* , 1952, Proceedings of the National Academy of Sciences.

[11]  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.

[12]  Ankur A. Kulkarni,et al.  On the variational equilibrium as a refinement of the generalized Nash equilibrium , 2012, Autom..

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

[14]  Quanyan Zhu,et al.  Optimal Secure Two-Layer IoT Network Design , 2017, IEEE Transactions on Control of Network Systems.

[15]  Lacra Pavel,et al.  An extension of duality to a game-theoretic framework , 2007, Autom..

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

[17]  T. Başar,et al.  Dynamic Noncooperative Game Theory , 1982 .

[18]  Quanyan Zhu,et al.  Game theory meets network security and privacy , 2013, CSUR.

[19]  A Charnes,et al.  Constrained Games and Linear Programming. , 1953, Proceedings of the National Academy of Sciences of the United States of America.

[20]  Francesca Parise,et al.  Distributed computation of generalized Nash equilibria in quadratic aggregative games with affine coupling constraints , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).