A Distributed Computing Framework for Parallelization of Coevolution in Multi-sided Conflicts

Rami Al-Motlak, J. Rozenblit, F. Momen
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Abstract

A large number of military simulation systems dealing with warfare and games with coordinated missions can be described as multi-sided conflicts. These systems usually involve groups sharing various alliances and relationships, each pursuing a range of different goals. A coevolutionary approach in modeling the dynamics of such complex systems allows all sides of the conflict to evolve their strategies or courses of action. The coevolutionary approach used in Sheherazade, a multi-sided simulation environment for Stability and Support Operations (SASO), allows each side to evolve strategies in turns against other strategies captured from the other sides. In such systems, the greater the number of plans that are evaluated, the better the final alternatives are likely to be. To improve the speed and efficiency in generating strategies, a distributed computing modular framework based on the coevolutionary approach used in Sheherazade was designed and implemented to provide the following salient features: provide a more natural model of how different sides interact in a conflict, parallelize the generation of strategies by the different sides, and improve performance by utilizing network computing capabilities.
多边冲突中协同进化并行化的分布式计算框架
大量处理具有协同任务的战争和游戏的军事模拟系统可以被描述为多边冲突。这些系统通常包括共享各种联盟和关系的群体,每个群体都追求一系列不同的目标。对这种复杂系统的动力学建模的共同进化方法允许冲突的所有各方发展他们的战略或行动方针。Sheherazade是一个用于稳定和支持作战(SASO)的多边模拟环境,它使用的协同进化方法允许每一方根据从对方获取的其他策略轮流进化策略。在这样的系统中,被评估的方案数量越多,最终的备选方案可能就越好。为了提高策略生成的速度和效率,基于Sheherazade中使用的协同进化方法,设计并实现了分布式计算模块化框架,以提供以下显著特征:提供冲突中不同各方如何交互的更自然的模型,并行化不同各方的策略生成,并通过利用网络计算能力提高性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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