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Colonel Blotto Games in Network Systems: Models, Strategies, and Applications

机译:网络系统中的模特博客游戏:模型,策略和应用

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摘要

Network systems, such as Internet, smart grids, transportation networks, social networks, etc., play a critical role in human society. However, due to their inherent vulnerability as well as the limited management and operational capability, these network systems are constantly under the threat of malicious attackers. Therefore, in such attack-defense scenarios, it is particularly significant to make the best use of defenders' limited resources and capability. In this paper, we propose a networked Colonel Blotto game for the attack-defense strategy, where the attackers and defenders allocate the limited resources on each node, and their utility depends on certain network performance metrics, which are defined for evaluating the performance of the whole network system. Furthermore, considering the complexity of the equilibrium analysis in large-scale network systems, a coevolution-based algorithm is proposed for obtaining the practical action sets as well as achieving the mixed-strategy Nash equilibrium. Finally, relying on four real-world network systems, i.e., computer networks, Internet of vehicles, air transportation systems, and social networks, simulation results show the effectiveness and feasibility of our proposed model, which is conducive to the design, management, and maintenance of network systems.
机译:网络系统,如互联网,智能电网,运输网络,社交网络等,在人类社会中发挥着关键作用。但是,由于其固有的漏洞以及有限的管理和运行能力,这些网络系统不断受恶毒攻击者的威胁。因此,在这种攻击防御方案中,最好利用防守者有限的资源和能力尤为重要。在本文中,我们向攻击防御策略提出了一个联网上校Blotto游戏,其中攻击者和防御者在每个节点上分配有限的资源,其实用程序取决于某些网络性能指标,这些度量被定义为评估性能整个网络系统。此外,考虑到大规模网络系统中平衡分析的复杂性,提出了一种基于共同的算法来获得实际动作集以及实现混合策略纳什均衡。最后,依靠四个现实世界网络系统,即计算机网络,车辆互联网,空运系统和社交网络,仿真结果表明了我们所提出的模型的有效性和可行性,这有利于设计,管理和维护网络系统。

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