多通道网络物理系统的最优DoS攻击:一个Stackelberg博弈分析

H. Zhang, Haoyu Shen, Zhuping Wang, Sheng Gao, Huaicheng Yan
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引用次数: 0

摘要

本文研究了多通道网络物理系统(cps)的最优拒绝服务(DoS)攻击策略,该策略的重点是通信通道上的能量分配。为了简单起见,我们构造了一个防守者和攻击者之间的Stackelberg博弈。与现有文献主要关注静态均衡相比,本文还展示了博弈的动态过程,填补了博弈双方动态决策论证的空白。在Stackelberg均衡求解中,采用了一种具有sigmoid类更新函数的自适应粒子群优化算法(PSO)来解决奖励函数的非线性问题,具有更快的收敛速度和更广的适应性。此外,为了获得双方更好的能量分配性能,提出了一种动态Stackelberg博弈的在线计算算法。最后,通过数值算例说明了理论静态平衡与蒙特卡罗模拟得到的最优策略之间的相似性。
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Optimal DoS Attack on Multi-Channel Cyber-Physical Systems: A Stackelberg Game Analysis
In this commentary, optimal denial-of-service (DoS) attack strategies on multi-channel cyber-physical systems (CPSs) are considered, which focus on energy allocation on communication channels. For simplicity, a Stackelberg game between one defender and one attacker is constructed. Compared with the existing literature, which mainly pay attention to static equilibrium, the dynamic process of the game is also exhibited in this paper, which fills the gap in the demonstration of dynamic decision-making between both players of the game. In the solution of Stackelberg equilibrium, a self-adaptive particle swarm optimization (PSO) algorithm with Sigmoid-like update function is applied to cope with the nonlinearity of the reward function with faster convergence and wider adaptability. Besides, to acquire better performance of both sides to allocate energy, an online computation algorithm is proposed for dynamic Stackelberg game. Finally, numerical examples are provided to illustrate similarities between theoretic static equilibrium and optimal strategies obtained by Monte Carlo simulations.
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