An algorithm is proposed to verify whether a finite game is a weighted potential game (WPG) without pre-knowledge on its weights. Then the algorithm is also applied to find the closest WPG for a given finite game. The concept and criterion of near weighted potential games (NWPGs) are given, indicating the evolutionary equivalence between a finite game and its closest WPG. Based on this, a method is proposed for replacing PGs by NWPGs in game theoretic control, which improved the applicability of PG-based optimization.
翻译:建议一种算法,以核实一个有限游戏是否是一种加权潜在游戏(WPG),而没有预先知道其重量。然后,算法还用于为某个特定有限游戏寻找最接近的 WPG。给出了接近加权潜在游戏(NWPGs)的概念和标准,表明一个有限游戏与其最接近的WPG之间的进化等值。在此基础上,提议了一种方法,用NWPGs在游戏理论控制中取代PGs,这提高了基于 PG的优化的适用性。