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Survivability Analysis Using Probabilistic Model Checking: A Study on Wireless Sensor Networks

机译:使用概率模型检查的生存能力分析:无线传感器网络的研究

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Survivability of a wireless sensor network (WSN) reflects the ability of the network to fulfill its mission despite the presence of abnormal events, such as failures. Given that sensor networks are receiving increasing attention due to the wide range of their applications, which include the critical areas of health, and military and security, survivability constitutes a key property for their study. This paper proposes a quantitative analysis for survivability evaluation of wireless sensors networks using probabilistic model checking. We define network survivability in line with four measures, namely, the frequency of failures, the data loss, the delay, and the compromised data due to a variety of failures. In particular, three types of failure events are considered, namely, node, link, and attack failures, which are due to power faults, communication faults, and black hole attacks, respectively. Then, we represent network's behavior with continuous-time Markov chains and randomly inject the aforementioned faults and attacks in the network to derive results that quantify the impact of them. Although the proposed study considers and provides results for a WSN architecture, it has the potential of being exploited in different networks with their own specifications.
机译:无线传感器网络(WSN)的生存能力反映了即使存在异常事件(例如故障),网络也能完成其任务的能力。鉴于传感器网络由于其广泛的应用而受到越来越多的关注,包括健康,军事和安全等关键领域,因此生存能力是其研究的关键属性。本文提出了一种使用概率模型检查对无线传感器网络的生存能力进行评估的定量分析方法。我们根据四个指标来定义网络的生存能力,即故障的频率,数据丢失,延迟和由于各种故障而导致的数据泄露。特别地,考虑了三种类型的故障事件,即节点故障,链路故障和攻击故障,它们分别是由于电源故障,通信故障和黑洞攻击引起的。然后,我们用连续时间的马尔可夫链表示网络的行为,并在网络中随机注入上述故障和攻击,以得出量化其影响的结果。尽管所提出的研究考虑了WSN体系结构并为其提供了结果,但它具有被具有自己规范的不同网络所利用的潜力。

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