Title :
Polynomial Regression Based Secure Data Aggregation for Wireless Sensor Networks
Author :
Ozdemir, Suat ; Xiao, Yang
Author_Institution :
Comput. Eng. Dept., Gazi Univ., Ankara, Turkey
Abstract :
In wireless sensor networks, data aggregation protocols are employed to prolong the network lifetime. However, performing data aggregation while preserving security is a challenging problem. This paper presents a polynomial regression based secure data aggregation protocol in which sensor nodes represent their sensed data as polynomial functions. Instead of their original data, sensor nodes secretly send coefficients of these polynomial functions to data aggregators. Data aggregation is performed based on these coefficients and the base station is able to extract a good approximation of the network data from the aggregation result. The security analysis and simulation results show that the proposed scheme is able to reduce the amount of data transmission in the network without compromising data confidentiality.
Keywords :
polynomial approximation; regression analysis; telecommunication network management; telecommunication security; wireless sensor networks; data confidentiality; data transmission; network data approximation; network lifetime prolonging; polynomial function; polynomial regression based secure data aggregation protocol; security analysis; sensor node; wireless sensor network; Base stations; Data privacy; Indexes; Peer to peer computing; Polynomials; Protocols; Wireless sensor networks;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE
Conference_Location :
Houston, TX, USA
Print_ISBN :
978-1-4244-9266-4
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2011.6133924