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Secure Aggregation with Malicious Node Revocation in Sensor Networks

机译:传感器网络中具有恶意节点吊销的安全聚合

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Sensor applications often leverage in-network aggregation to extract aggregates, such as predicate count and average, from the network. With in-network aggregation, a malicious sensor can easily manipulate the intermediate aggregation results and corrupt the final answer. Most existing secure aggregation schemes aim to defend against stealth attacks and can only raise an alarm when the final answer is corrupted, without being able to pinpoint and revoke the malicious sensors. While some recent protocols can pinpoint and revoke malicious sensors, they need to rely on expensive public key cryptography to be robust against certain attacks. Using only symmetric key cryptography, this paper aims to strictly diminish the capability of adversaries whenever they launch a successful attack, so that malicious sensors can only ruin the aggregation result for a small number of times before they are fully revoked. To this end, we propose VMAT (verifiable minimum with audit trail), a novel secure aggregation protocol with malicious sensor revocation capability. VMAT relies on symmetric key cryptography only, and provides provable guarantees that each execution can either produce the correct aggregation result efficiently, or revoke some key held by the adversary.
机译:传感器应用程序通常利用网络内聚合从网络中提取聚合,例如谓词计数和平均值。使用网络内聚合,恶意传感器可以轻松操纵中间聚合结果并破坏最终答案。大多数现有的安全聚合方案旨在防御隐形攻击,并且只能在最终答案损坏时发出警报,而无法查明和撤消恶意传感器。尽管最近的某些协议可以查明和撤消恶意传感器,但它们仍需要依靠昂贵的公钥加密技术才能对某些攻击具有鲁棒性。本文仅使用对称密钥加密技术,旨在严格限制对手发动成功攻击的能力,以使恶意传感器在完全被撤消之前只能破坏聚合结果几次。为此,我们提出了VMAT(带有审计跟踪的可验证最小值),这是一种具有恶意传感器撤消功能的新型安全聚合协议。 VMAT仅依赖于对称密钥加密,并提供可证明的保证,即每次执行都可以有效地产生正确的聚合结果,或撤销对手持有的某些密钥。

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