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Privacy-Preserving and Truthful Detection of Packet Dropping Attacks in Wireless Ad Hoc Networks

机译:无线Ad Hoc网络中隐私保护和数据包丢弃攻击的真实检测

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摘要

Link error and malicious packet dropping are two sources for packet losses in multi-hop wireless ad hoc network. In this paper, while observing a sequence of packet losses in the network, we are interested in determining whether the losses are caused by link errors only, or by the combined effect of link errors and malicious drop. We are especially interested in the insider-attack case, whereby malicious nodes that are part of the route exploit their knowledge of the communication context to selectively drop a small amount of packets critical to the network performance. Because the packet dropping rate in this case is comparable to the channel error rate, conventional algorithms that are based on detecting the packet loss rate cannot achieve satisfactory detection accuracy. To improve the detection accuracy, we propose to exploit the correlations between lost packets. Furthermore, to ensure truthful calculation of these correlations, we develop a homomorphic linear authenticator (HLA) based public auditing architecture that allows the detector to verify the truthfulness of the packet loss information reported by nodes. This construction is privacy preserving, collusion proof, and incurs low communication and storage overheads. To reduce the computation overhead of the baseline scheme, a packet-block-based mechanism is also proposed, which allows one to trade detection accuracy for lower computation complexity. Through extensive simulations, we verify that the proposed mechanisms achieve significantly better detection accuracy than conventional methods such as a maximum-likelihood based detection.
机译:链路错误和恶意数据包丢弃是多跳无线ad hoc网络中数据包丢失的两个来源。在本文中,在观察网络中一系列数据包丢失的同时,我们有兴趣确定丢失是仅由链接错误引起的,还是由链接错误和恶意丢弃的综合影响引起的。我们对内部攻击案例特别感兴趣,在这种情况下,作为路由一部分的恶意节点利用其对通信上下文的了解来选择性地丢弃少量对网络性能至关重要的数据包。因为在这种情况下的丢包率与信道错误率相当,所以基于检测丢包率的传统算法无法获得令人满意的检测精度。为了提高检测精度,我们建议利用丢失数据包之间的相关性。此外,为了确保这些相关性的真实计算,我们开发了基于同态线性认证器(HLA)的公共审计体系结构,该体系结构使检测器可以验证节点报告的丢包信息的真实性。这种结构可以保护隐私,防止串通,并且降低了通信和存储开销。为了减少基线方案的计算开销,还提出了一种基于分组块的机制,该机制允许以较低的计算复杂度来交换检测精度。通过广泛的仿真,我们验证了所提出的机制比常规方法(例如基于最大似然的检测)实现了明显更高的检测精度。

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