Title :
Fingerprinting Mobile User Positions in Sensor Networks
Author :
Li, Mo ; Jiang, Xiaoye ; Guibas, Leonidas
Author_Institution :
Comput. Sci. Dept., Stanford Univ., Stanford, CA, USA
Abstract :
We demonstrate that the network flux over the sensor network provides us fingerprint information about the mobile users within the field. Such information is exoteric in the physical space and easy to access through passive sniffing. We present a theoretical model to the network flux according to the statuses of mobile users. We fit the theoretical model with the network flux measurements through Non-linear Least Squares (NLS) and develop an algorithm that iteratively approaches the NLS solution by Sequential Monte Carlo Estimation. With sparse measurements of the flux information at individual sensor nodes, we are able to identify the mobile users within the network and instantly track their movements without breaking into the details of the communicational packets. A particular advantage of this approach is that compared to the vast information we can reveal the required knowledge is extremely cheap. As all fingerprint information comes from the network flux that is public under current wireless communication medium, our study indicates that most of existing systems are vulnerable in protecting the privacy of mobile users.
Keywords :
Monte Carlo methods; data privacy; least squares approximations; mobile communication; telecommunication security; wireless sensor networks; communicational packets; fingerprint information; mobile user positions; network flux measurements; nonlinear least squares; passive sniffing; sensor networks; sequential Monte Carlo estimation; wireless communication medium; Computer science; Distributed computing; Fingerprint recognition; Humans; Least squares approximation; Mobile computing; Sensor systems; Space technology; Telecommunication traffic; Wireless sensor networks; fingerprint; mobile user; network flux; sensor networks;
Conference_Titel :
Distributed Computing Systems (ICDCS), 2010 IEEE 30th International Conference on
Conference_Location :
Genova
Print_ISBN :
978-1-4244-7261-1
DOI :
10.1109/ICDCS.2010.21