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An Enhanced Gradient Algorithm for Computing Generalized Nash Equilibrium Applied to Electricity Market Games
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An Enhanced Gradient Algorithm for Computing Generalized Nash Equilibrium Applied to Electricity Market Games
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Journal Article
An Enhanced Gradient Algorithm for Computing Generalized Nash Equilibrium Applied to Electricity Market Games
2025
Overview
This paper introduces an enhanced algorithm for computing generalized Nash equilibria for multiple player nonlinear games, which degenerates in a gradient algorithm for single player games (i.e., optimization problems) or potential games (i.e., equivalent to minimizing the respective potential function), based on the Rosen gradient algorithm. Analytical examples show that it has similar theoretical guarantees of finding a generalized Nash equilibrium when compared to the relaxation algorithm, while numerical examples show that it is faster. Furthermore, the proposed algorithm is as fast as, but more stable than, the Rosen gradient algorithm, especially when dealing with constraints and non-convex games. The algorithm is applied to an electricity market game representing the current electricity market model in Brazil.
Publisher
MDPI AG
