Title :
Trust management for distributed decision fusion in sensor networks
Author :
Guan, Kyle ; Dehnie, Sintayehu ; Gharai, Ladan ; Ghanadan, Reza ; Kumar, Srikanta
Author_Institution :
BAE Syst., Wayne, NJ, USA
Abstract :
In this paper we investigate how trust, with its various notions and forms, impacts the gathering and fusing of raw data, and its subsequent conversion to knowledge in sensor network. In particular, we study how the presence of compromised or faulty sensors affects the performance of the decision fusion, by using metrics of quality of information (QoI). We first provide analytical frameworks to model the malicious behavior of compromised sensors. We then introduce reputation mechanisms to address the threat of compromised sensors and the management of the trust. Via analysis and simulation, we evaluate how the reputation mechanisms can improve the performance of the fusion process. The end results provide valuable insight into the dynamics of the interplay between information networks, communication networks, as well as decision making support in social-cognitive networks.
Keywords :
decision making; sensor fusion; telecommunication network management; telecommunication security; wireless sensor networks; communication network; decision making; distributed decision fusion; fusion process; information network; quality of information metric; sensor network; simulation; social-cognitive network; trust management; Analytical models; Bayesian methods; Communication channels; Communication networks; Context; Decision making; Game theory; Information management; Sensor fusion; Sensor systems; Bayesian game; hypotheses test; information fusion; quality of information; reputation system; sensor network; trust models;
Conference_Titel :
Information Fusion, 2009. FUSION '09. 12th International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
978-0-9824-4380-4