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一种具有受限策略的攻防博弈模型。

An Attacker-Defender Game Model with Constrained Strategies.

作者信息

Ren Jiaqi, Liu Jin, Dong Yibo, Li Zhe, Li Weili

机构信息

National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha 410073, China.

出版信息

Entropy (Basel). 2024 Jul 24;26(8):624. doi: 10.3390/e26080624.

Abstract

Recently, research interest in the field of infrastructure attack and defense scenarios has increased. Numerous methods have been proposed for studying strategy interactions that combine complex network theory and game theory. However, the unavoidable effect of constrained strategies in complex situations has not been considered in previous studies. This study introduces a novel approach to analyzing these interactions by including the effects of constrained strategies, a factor often neglected in traditional analyses. First, we introduce the rule of constraints on strategies, which depends on the average distance between selected nodes. As the average distance increases, the probability of choosing the corresponding strategy decreases. Second, we establish an attacker-defender game model with constrained strategies based on the above rule and using information theory to evaluate the uncertainty of these strategies. Finally, we present a method for solving this problem and conduct experiments based on a target network. The results highlight the unique characteristics of the Nash equilibrium when setting constraints, as these constraints influence decision makers' Nash equilibria. When considering the constrained strategies, both the attacker and the defender tend to select strategies with lower average distances. The effect of the constraints on their strategies becomes less apparent as the number of attackable or defendable nodes increases. This research advances the field by introducing a novel framework for examining strategic interactions in infrastructure defense and attack scenarios. By incorporating strategy constraints, our work offers a new perspective on the critical area of infrastructure security.

摘要

近年来,对基础设施攻防场景领域的研究兴趣有所增加。已经提出了许多结合复杂网络理论和博弈论来研究策略交互的方法。然而,以往的研究没有考虑复杂情况下受限策略不可避免的影响。本研究引入了一种新方法,通过纳入受限策略的影响来分析这些交互,而受限策略这一因素在传统分析中常常被忽视。首先,我们引入策略约束规则,该规则取决于所选节点之间的平均距离。随着平均距离增加,选择相应策略的概率降低。其次,基于上述规则并利用信息论评估这些策略的不确定性,我们建立了一个具有受限策略的攻防博弈模型。最后,我们提出了一种解决此问题的方法,并基于目标网络进行了实验。结果突出了设置约束时纳什均衡的独特特征,因为这些约束会影响决策者的纳什均衡。当考虑受限策略时,攻击者和防御者都倾向于选择平均距离较低的策略。随着可攻击或可防御节点数量的增加,约束对其策略的影响变得不那么明显。本研究通过引入一个用于审视基础设施防御和攻击场景中策略交互的新框架推动了该领域的发展。通过纳入策略约束,我们的工作为基础设施安全这一关键领域提供了新的视角。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/06c6/11353961/883e4a9660b3/entropy-26-00624-g001.jpg

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