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Flexible asynchronous simulation of iterated prisoner's dilemma based on actor model

机译:基于演员模型的迭代囚犯困境灵活的异步模拟

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摘要

The wide range of applications of the Iterated prisoner's dilemma (IPD) game made it a popular subject of study for the research community. As a consequence, numerous experiments have been conducted by researchers along the last decades. However, topics related with scaling simulation leveraging existing HPC infrastructure in the field of IPD did not always play a relevant role in such experimental work. The main contribution of this paper is a new simulation framework, based on asynchronous communication and its implementation oriented to distributed environments. Such framework is based on the modern Akka actor platform, that supports concurrent, distributed and resilient message-driven simulations; which are exemplified over the IPD game as a case study. We also present several interesting results regarding the introduction of asynchrony into the IPD simulation in order to obtain an efficient framework, so the whole simulation becomes scalable when using HPC facilities. The influence of asynchrony on the algorithm itself is also discussed, and the results show that it does not hamper the simulation. (C) 2017 Elsevier B.V. All rights reserved.
机译:迭代囚犯困境(IPD)游戏的广泛应用使其成为研究界的流行主题。因此,研究人员在过去几十年中已经进行了许多实验。然而,与IPD领域的现有HPC基础设施利用现有HPC基础设施的主题并不总是在这种实验工作中发挥相关作用。本文的主要贡献是一种基于异步通信的新模拟框架及其导向到分布式环境的实现。此类框架基于现代Akka演员平台,支持并发,分布式和弹性消息驱动的模拟;这是通过IPD游戏作为案例研究的例子。我们还提出了关于将异步引入IPD模拟的几个有趣的结果,以获得高效的框架,因此在使用HPC设施时,整个模拟变得可扩展。还讨论了异步对算法本身的影响,结果表明它不会妨碍模拟。 (c)2017 Elsevier B.v.保留所有权利。

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