KNN search-based trajectory cloaking against the Cell-ID tracking in cellular network

被引:1
作者
Cui, Yuanbo [1 ]
Gao, Fei [1 ]
Zhang, Hua [1 ]
Li, Wenmin [1 ]
Jin, Zhengping [1 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
关键词
Cellular network; Cell-ID positioning; Hausdorff distance; Trajectory privacy; KNN search; LOCATION PRIVACY; K-ANONYMITY;
D O I
10.1007/s00500-019-03935-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The widely used smartphone with powerful positioning capability makes it easy for a user to find his precise physical location. However, this may reveal a user's geo-location information, making the real-time tracking of the user possible. For example, on the basis of a sequence of numbers (i.e., Cell-IDs) received in the Cell-ID positioning, an entity can gain access to a person's movement routes without his consent. We argue that if the trajectory of a person is traced, then all his visits may be exposed. Therefore, trajectory cloaking against the mobile positioning is urgently necessary. In this paper, we propose a dummy base station replacement (DBSR) algorithm. It mainly uses the idea of dummy trajectory anonymity and is achieved by replacing the true Cell-ID provided by the network with a fake but nearby Cell-ID. We also implement our DBSR algorithm on an Android-based smartphone to evaluate its performance. Experimental results show that the DBSR algorithm can efficiently tackle the privacy breach caused by the single-base-station positioning in cellular network.
引用
收藏
页码:965 / 980
页数:16
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