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A Game Theoretic Approach for Making IoT Device Connectivity Decisions During Malware Outbreak

机译:在恶意软件爆发期间做出物联网设备连接决策的博弈论方法

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The paradigm of Internet of Things (IoT) aims to connect all the devices into a network. However, most IoT devices don't have appropriate security protection, which allows cyber criminals to infect them through the network with malware and exploit them to launch attacks such as DDoS attacks or information stealing. Many proposed countermeasures, such as authentication enhancement and software update, are not practical d be to the constraints of IoT devices, malware's fast spreading speed, and manufacturer laziness. One viable approach is to temporarily disconnect IoT devices to protect them from exploitation and to prevent infected ones from infecting more devices. However, in an IoT network, some devices may have significant responsibilities, for example serving as gateway to the Internet or in charge of critical monitoring or control tasks, and it may be beneficial to defer their disconnection. In this paper, we aim to apply game theory to formulate the problem of making decisions on the connectivity of IoT devices during malware outbreak as a repeated game, which allows individual IoT devices to make connectivity decision over time. We consider possible strategies that IoT devices can apply when calculating their payoff function, use numeric simulations to evaluate our game theoretic models, and derive several insights that can serve as guidelines for IoT network managers to configure the best connection/disconnection strategy for their IoT devices.
机译:物联网(IoT)的目标是将所有设备连接到网络中。但是,大多数物联网设备没有适当的安全保护,这使得网络罪犯可以通过网络用恶意软件感染它们,并利用它们发起DDoS攻击或信息窃取之类的攻击。由于物联网设备的限制,恶意软件的快速传播速度和制造商的懒惰,许多提议的对策(例如身份验证增强和软件更新)不切实际。一种可行的方法是暂时断开IoT设备的连接,以保护它们不受利用,并防止受感染的设备感染更多的设备。但是,在IoT网络中,某些设备可能承担重大责任,例如,充当Internet网关或负责关键的监视或控制任务,推迟它们的断开连接可能会有所帮助。在本文中,我们旨在应用博弈论将在恶意软件爆发期间对物联网设备的连接性做出决策的问题作为重复游戏,使单个物联网设备随时间做出连接性决策。我们考虑了IoT设备在计算其收益函数时可以应用的可能策略,使用数值模拟来评估我们的游戏理论模型,并得出一些见解,可以作为IoT网络管理员为其IoT设备配置最佳连接/断开连接策略的指南。

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