两层无线传感器网络中的隐私保护和安全top-k查询

Xiaojing Liao, Jianzhong Li
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引用次数: 29

摘要

在两层无线传感器网络中,上层资源丰富的存储节点从下层资源贫乏的传感器节点收集传感数据,然后回答用户的查询。传感器节点执行感知任务,在一个时隙内向最近的存储节点提交感知数据,存储节点回答并处理网络所有者的查询。然而,存储节点面临着严重的安全问题。存储节点可能被入侵,导致敏感数据泄露,并返回虚假的查询结果。因此,保护隐私和验证查询结果非常重要。在本文中,我们定义并解决了在两层传感器网络中对时隙感知数据集进行隐私保护和可验证的top-k查询处理的实际和具有挑战性的问题,并为这种安全的top-k查询方案成为现实建立了一套隐私和正确性要求。提出了基于保序加密的基本PriSecTopk方案,并对其进行了逐步改进,以满足三级威胁模型的各种隐私要求和正确性要求。理论分析和实际数据集实验成功地验证了所提方案的有效性和高效性。
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Privacy-preserving and secure top-k query in two-tier wireless sensor network
In two-tier wireless sensor networks, resource-rich storage nodes at the upper tier collect sensing data from resource-poor sensor nodes at the low tier, and then answer queries from the user. Sensor nodes perform sensing task and submit sensing data in one time-slot to the nearest storage node while storage nodes answer and process the query from the network owner. However the storage nodes confront serious security concerns. Storage nodes may be compromised and leak the sensitive data as well as returning fake query result. Therefore, it is important to protect the privacy and verify the query results. In this paper, we define and solve the practical and challenging problem of privacy-preserving and verifiable top-k query processing performed on the time-slot sensing data set in two-tier sensor network, and establish a set of privacy and correctness requirements for such a secure top-k query scheme to become a reality. We propose the basic PriSecTopk scheme by using order-preserving encryption, and then improve it step by step to achieve various privacy requirements as well as the correctness requirements in three levels of threat models. Theoretical analysis and experiment on the real-world data set successfully validate the efficacy and efficiency of the proposed schemes.
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