一种在一维空间中规划平均场博弈的潜在方法

T. Bakaryan, Rita Ferreira, D. Gomes
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引用次数: 4

摘要

本文讨论一阶和二阶一维平均场对策(mfg)的规划问题。这些博弈由Hamilton-Jacobi方程和Fokker-Planck方程组成。将庞加莱引理应用于福克-普朗克方程,推导出势的存在性。将Hamilton-Jacobi方程改写成势的形式,得到了某变分问题的欧拉-拉格朗日方程组。本文用变分问题来代替平均场规划问题(MFP)。利用变分学中的直接方法,证明了变分问题解的存在唯一性。变分方法的优点是消除了连续性方程。我们还考虑了一阶MFP的拥塞问题。利用变分不等式理论,引入一个势,证明了拥塞问题有一个弱解。最后,我们给出了一维休斯模型的一个应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A potential approach for planning mean-field games in one dimension
This manuscript discusses planning problems for first- and second-order one-dimensional mean-field games (MFGs). These games are comprised of a Hamilton–Jacobi equation coupled with a Fokker–Planck equation. Applying Poincaré's Lemma to the Fokker–Planck equation, we deduce the existence of a potential. Rewriting the Hamilton–Jacobi equation in terms of the potential, we obtain a system of Euler–Lagrange equations for certain variational problems. Instead of the mean-field planning problem (MFP), we study this variational problem. By the direct method in the calculus of variations, we prove the existence and uniqueness of solutions to the variational problem. The variational approach has the advantage of eliminating the continuity equation.We also consider a first-order MFP with congestion. We prove that the congestion problem has a weak solution by introducing a potential and relying on the theory of variational inequalities. We end the paper by presenting an application to the one-dimensional Hughes' model.
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