网络物理系统安全中的有限理性:博弈论分析及其在智能电网保护中的应用

Anibal Sanjab, W. Saad
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引用次数: 32

摘要

本文研究了网络物理系统(cps)的通用模型,该模型能够捕获攻击从网络层向物理系统的扩散。特别地,提出了一种博弈论的方法来分析一个防御者和一个攻击者在CPS上的相互作用。在这个博弈中,攻击者对CPS的多个网络组件发动网络攻击,以最大限度地提高对物理系统的潜在危害,而系统运营商选择防御多个网络节点,以挫败攻击,最大限度地减少对物理方面的潜在损害。所提议的游戏明确说明了攻击者和防御者可能具有不同的计算能力和不同的系统知识水平这一事实。为了捕捉攻击者和防御者的这种有限理性,从认知层次理论的行为框架中得到启发,提出了一种新的方法。在这个框架中,假设防御者面对的攻击者可能具有不同的思维水平,反映其对系统的知识和计算能力。为了求解该博弈,对每种攻击类型的最优策略进行了表征,并计算了防御方面对不同攻击类型的最优响应。将这种通用方法应用于考虑能源市场影响的广域保护的智能电网安全。数值结果表明,当考虑攻击者的有限理性时,偏离纳什均衡策略是有利的。此外,研究结果表明,当面对具有高计算能力的攻击者时,防御者偏离纳什均衡的动机会降低。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On bounded rationality in cyber-physical systems security: Game-theoretic analysis with application to smart grid protection
In this paper, a general model for cyber-physical systems (CPSs), that captures the diffusion of attacks from the cyber layer to the physical system, is studied. In particular, a game-theoretic approach is proposed to analyze the interactions between one defender and one attacker over a CPS. In this game, the attacker launches cyber attacks on a number of cyber components of the CPS to maximize the potential harm to the physical system while the system operator chooses to defend a number of cyber nodes to thwart the attacks and minimize potential damage to the physical side. The proposed game explicitly accounts for the fact that both attacker and defender can have different computational capabilities and disparate levels of knowledge of the system. To capture such bounded rationality of attacker and defender, a novel approach inspired from the behavioral framework of cognitive hierarchy theory is developed. In this framework, the defender is assumed to be faced with an attacker that can have different possible thinking levels reflecting its knowledge of the system and computational capabilities. To solve the game, the optimal strategies of each attacker type are characterized and the optimal response of the defender facing these different types is computed. This general approach is applied to smart grid security considering wide area protection with energy markets implications. Numerical results show that a deviation from the Nash equilibrium strategy is beneficial when the bounded rationality of the attacker is considered. Moreover, the results show that the defender's incentive to deviate from the Nash equilibrium decreases when faced with an attacker that has high computational ability.
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