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Towards blockchain-enabled single character frequency-based exclusive signature matching in IoT-assisted smart cities

机译:在IOT辅助智能城市中实现支持区块链的单一字符基于频率的独占匹配

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With the increasing viability of Internet of Things (IoT), more devices are expected to be connected in a smart city environment. It can provide many benefits for people's daily life, but is also susceptible to many security threats in practice. Intrusion detection systems (IDSs), especially signature-based IDSs, are one of the most commonly adopted security mechanisms to safeguard various network environments like IoT-assisted smart city against cyber attacks. The process of signature matching is a key limiting factor for a signature-based IDS, and the exclusive signature matching (ESM) was designed based on the observation that most network packets would not match any IDS signatures. However, exclusive signature matching like the single character frequency-based ESM may be vulnerable to some attacks in a hostile environment. To mitigate this issue, in this work, we propose a blockchain-enabled single character frequency-based ESM, which can build a verifiable database of malicious payloads via blockchains. In the evaluation, we investigate the performance of our approach under flooding and character padding attacks in both a simulated and a real IoT network environment. The results demonstrate the effectiveness of our approach in enhancing the robustness of single character frequency-based ESM against malicious traffic.
机译:随着物联网的不断增长的可行性(IOT),预计更多设备将在智能城市环境中连接。它可以为人们的日常生活提供许多好处,但也易于在实践中进行许多安全威胁。入侵检测系统(IDS),尤其是基于签名的IDS,是最常用的安全机制之一,以保护各种网络环境,如IOT辅助智能城市以防止网络攻击。签名匹配的过程是基于签名的ID的关键限制因素,并且基于大多数网络数据包与任何ID签名不匹配的观察来设计独占签名匹配(ESM)。但是,与单个字符频率的ESM相匹配的独占签名可能很容易受到敌对环境中的某些攻击。为了缓解此问题,在这项工作中,我们提出了一种支持区块链的单个字符频率的ESM,它可以通过区块链构建可核性的恶意有效载荷数据库。在评估中,我们调查我们在模拟和实际物联网环境中洪水和字符填充攻击下的方法的性能。结果证明了我们对增强单一字符频率的ESM的稳健性反对恶意流量的有效性。

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