Distributed Forward-Backward algorithms for stochastic generalized Nash equilibrium seeking

12/09/2019
by   Barbara Franci, et al.
0

We consider the stochastic generalized Nash equilibrium problem (SGNEP) with expected-value cost functions. Inspired by Yi and Pavel (Automatica, 2019), we propose a distributed GNE seeking algorithm based on the preconditioned forward-backward operator splitting for SGNEP, where, at each iteration, the expected value of the pseudogradient is approximated via a number of random samples. As main contribution, we show almost sure convergence of our proposed algorithm if the pseudogradient mapping is restricted (monotone and) cocoercive. For non-generalized SNEPs, we show almost sure convergence also if the pseudogradient mapping is restricted strictly monotone. Numerical simulations show that the proposed forward-backward algorithm seems faster that other available algorithms.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/25/2019

A damped forward-backward algorithm for stochastic generalized Nash equilibrium seeking

We consider a stochastic generalized Nash equilibrium problem (GNEP) wit...
research
02/18/2020

Stochastic generalized Nash equilibrium seeking in merely monotone games

We solve the stochastic generalized Nash equilibrium (SGNE) problem in m...
research
03/20/2020

A distributed (preconditioned) projected-reflected-gradient algorithm for stochastic generalized Nash equilibrium problems

We consider the stochastic generalized Nash equilibrium problem (SGNEP) ...
research
09/30/2012

On The Convergence of a Nash Seeking Algorithm with Stochastic State Dependent Payoff

Distributed strategic learning has been getting attention in recent year...
research
03/24/2021

A relaxed-inertial forward-backward-forward algorithm for Stochastic Generalized Nash equilibrium seeking

In this paper we propose a new operator splitting algorithm for distribu...
research
05/06/2020

An asynchronous distributed and scalable generalized Nash equilibrium seeking algorithm for strongly monotone games

In this paper, we present three distributed algorithms to solve a class ...
research
06/04/2018

A rational decentralized generalized Nash equilibrium seeking for energy markets

We propose a method to design a decentralized energy market which guaran...

Please sign up or login with your details

Forgot password? Click here to reset