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Colonel Blotto Game Aided Attack-Defense Analysis in Real-World Networks

机译:在真实网络中的Blotto Blotto Game辅助防御分析

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Large scale network systems such as Internet, smart grids and social networks become an indispensable part of our daily life. 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. 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, where the attackers and defenders allocate the limited resources on network nodes, 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 co-evolution based algorithm is proposed for obtaining the practical action sets as well as achieving the mixed-strategy Nash equilibrium. Finally, relying on three real- world network systems, i.e., computer networks, Internet of vehicles and online social networks, simulation results show the effectiveness and feasibility of our proposed model, which is conducive to the design, management and maintenance of real-world network systems.
机译:互联网,智能电网和社交网络等大型网络系统成为日常生活中不可或缺的一部分。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。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,我们提出了一个联网上校的Blotto游戏,其中攻击者和防守者在网络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整个网络系统的性能。此外,考虑到大规模网络系统中的平衡分析的复杂性,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,依靠三个实际网络系统,即计算机网络,车辆互联网和在线社交网络,仿真结果表明了我们所提出的模型的有效性和可行性,这有利于现实世界的设计,管理和维护网络系统。

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