复杂网络攻防博弈混合策略的应用

IF 5.3 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Chaos Solitons & Fractals Pub Date : 2024-10-23 DOI:10.1016/j.chaos.2024.115662
Zhe Li, Jin Liu, Jiaqi Ren, Yibo Dong, Weili Li
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引用次数: 0

摘要

关键基础设施网络是现代社会运行的支柱,应用博弈论来保护这些网络免受资源限制下的蓄意攻击至关重要。令人遗憾的是,尽管节点和边缘的混合攻击和防御策略在实际环境中无处不在,但现有的相关研究却十分匮乏。目前,人们对在混合攻防策略框架内建立成本约束模型、不同成本约束系数下敌对双方和防御方的策略倾向以及资源分配比率对均衡结果的影响等方面的了解仍然有限。因此,本研究构建了非均匀成本约束下关键基础设施网络交战的博弈论模型,纳入了节点和边的混合攻防策略,并对一系列成本约束系数和资源分配比率进行了均衡分析。研究结果表明,当资源可用性有限时,攻击方和防御方都倾向于集中分配资源的策略;相反,在大多数情况下,防御方都表现出公平分配资源的偏好。
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Application of hybrid strategies of complex network attack and defense games
Critical infrastructure networks serve as the backbone of modern society’s operations, and the application of game theory to safeguard these networks against deliberate attacks under resource constraints is of paramount importance. Regrettably, the existing body of research on hybrid attack and defense strategies for nodes and edges is notably scarce, despite the ubiquity of such strategies in practical contexts. Current understanding regarding the establishment of a cost constraint model within the framework of hybrid attack and defense strategies, the strategic inclinations of both adversarial and defensive parties under varying cost constraint coefficients, and the influence of resource allocation ratios on equilibrium outcomes remains limited. Consequently, this study constructs a game-theoretic model for the engagement of critical infrastructure networks under non-uniform cost constraints, incorporating hybrid attack and defense strategies for nodes and edges, and conducts an equilibrium analysis across a range of cost constraint coefficients and resource allocation ratios. The findings reveal that when resource availability is limited, both attackers and defenders are inclined towards a strategy of concentrated resource allocation; in contrast, under most circumstances, defenders exhibit a preference for an equitable distribution of resources.
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来源期刊
Chaos Solitons & Fractals
Chaos Solitons & Fractals 物理-数学跨学科应用
CiteScore
13.20
自引率
10.30%
发文量
1087
审稿时长
9 months
期刊介绍: Chaos, Solitons & Fractals strives to establish itself as a premier journal in the interdisciplinary realm of Nonlinear Science, Non-equilibrium, and Complex Phenomena. It welcomes submissions covering a broad spectrum of topics within this field, including dynamics, non-equilibrium processes in physics, chemistry, and geophysics, complex matter and networks, mathematical models, computational biology, applications to quantum and mesoscopic phenomena, fluctuations and random processes, self-organization, and social phenomena.
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