Sample average approximation method for a class of stochastic generalized Nash equilibrium problems
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摘要
We consider a class of stochastic generalized Nash equilibrium problems (SGNEPs). Under some mild conditions, we reformulate the SGNEP as a stochastic mixed complementarity problem (SMCP). We apply the well-known sample average approximation (SAA) method to solve the SMCP. We further introduce an interior point method to solve the SAA problems. Comprehensive convergence analysis is given as well. In addition, we demonstrate the proposed approach on a stochastic generalized Nash equilibrium model in river basin pollution game.
论文关键词:65H10,90C15,90C33,90C51,Stochastic generalized Nash equilibrium problem,Sample average approximation method,Interior point method
论文评审过程:Received 29 May 2012, Revised 27 May 2013, Available online 25 November 2013.
论文官网地址:https://doi.org/10.1016/j.cam.2013.11.014