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Node Capture Games: A Game Theoretic Approach to Modeling and Mitigating Node Capture Attacks

机译:节点捕获游戏:建模和减轻节点捕获攻击的一种游戏理论方法

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Unattended wireless sensor networks are susceptible to node capture attacks, where the adversary physically compromises a node, creates functional copies (clones) of it and deploys such clones back into the network, in order to impact the network's functionality. In the absence of a centralized authority, distributed clone detection methods have been developed to mitigate this attack. In this paper, we show that the node capture attack and the network response can be modeled as a simultaneous, noncooperative, two-player game. In developing the game-theoretic framework, we consider a deterministic, linear dynamical model of the attack, as well as a general, stochastic model. For the deterministic model, we develop three games, all of which have quadratic utility for the valid network, whereas the adversary's utility depends on the assumptions about ist abilities. For the stochastic model, we develop a game with convex utility functions. For each game, we prove the existence of a pure strategy Nash Equilibrium and present an efficient way of solving the game. These equilibria can then be used in choosing the appropriate parameters for detecting and responding to the attack. Simulations are provided to illustrate our approach.
机译:无人值守的无线传感器网络容易受到节点捕获攻击的攻击,在这种攻击中,对手会物理上破坏节点,创建其功能副本(克隆),然后将这些克隆部署回网络中,从而影响网络的功能。在没有中央权限的情况下,已经开发了分布式克隆检测方法来减轻这种攻击。在本文中,我们证明了节点捕获攻击和网络响应可以建模为同时进行的,非合作的两人游戏。在开发博弈论框架时,我们考虑了攻击的确定性,线性动力学模型以及一般的随机模型。对于确定性模型,我们开发了三个游戏,所有这些游戏对有效网络都具有二次效用,而对手的效用取决于关于ist能力的假设。对于随机模型,我们开发了具有凸效用函数的游戏。对于每个游戏,我们证明了存在纯粹的纳什均衡策略,并提出了一种解决游戏的有效方法。然后,这些平衡可用于选择适当的参数以检测和响应攻击。提供仿真来说明我们的方法。

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