非零和随机脉冲对策的策略迭代算法

R. Aïd, Francisco Bernal, M. Mnif, Diego Zabaljauregui, J. Zubelli
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引用次数: 4

摘要

本文提出了一种新的策略迭代算法来处理在许多应用中自然产生的非零和随机脉冲博弈。尽管解决这些问题有明显的影响,但据我们所知,目前还没有合适的数值方法。我们的方法依赖于最近通过拟变分不等式系统引入的价值函数和纳什均衡的特征。虽然我们的算法是启发式的,我们没有提供收敛分析,但数值测试表明,它在广泛的情况下执行令人信服,包括在撰写本文时文献中唯一可用的解析可解示例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Policy Iteration Algorithm for Nonzero-Sum Stochastic Impulse Games
This work presents a novel policy iteration algorithm to tackle nonzero-sum stochastic impulse games arising naturally in many applications. Despite the obvious impact of solving such problems, there are no suitable numerical methods available, to the best of our knowledge. Our method relies on the recently introduced characterisation of the value functions and Nash equilibrium via a system of quasi-variational inequalities. While our algorithm is heuristic and we do not provide a convergence analysis, numerical tests show that it performs convincingly in a wide range of situations, including the only analytically solvable example available in the literature at the time of writing.
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