Title :
Application of sensor similarity, complementarity and type-2 fuzzy logic to a dynamic security monitoring system
Author :
Dakhlallah, T.K. ; Zohdy, M.A. ; Salim, O.M.
Author_Institution :
Sch. of Eng. & Comput., Oakland Univ., Rochester, MI, USA
Abstract :
Multiple sensors fusion plays a major role in situation awareness, especially in modern dynamic security monitoring and tracking applications. In this paper, we focus on a specific effective set of complementary sensors [Laser (for speed measurements), Sonar (for space scanning) and RF (for access rights)]. A novel multi-agent system is obtained by fusing the above types of sensory data taking advantages of similarity and complementarity concepts. Furthermore, Kalman Filter is utilized to track next state estimates of agent(s) in uncertain environment. Finally, transforming system state to be able to make a security awareness decision, using type-2 fuzzy logic system to handle exhibited uncertainty, for asset scenery under surveillance. It is shown that the system performance can exhibit promising improvements for this dynamic security monitoring situation as a result of using the above complementary heterogeneous set of sensors.
Keywords :
Kalman filters; fuzzy logic; multi-agent systems; security of data; sensor fusion; state estimation; tracking; Kalman filter; access rights; asset scenery; dynamic security monitoring system; laser sensor; multiagent system; multiple sensors fusion; security awareness decision; sensor similarity; sensory data; situation awareness; sonar; space scanning; speed measurement; state estimates; system performance; tracking application; type-2 fuzzy logic system; Educational institutions; Kalman filters; Measurement by laser beam; Monitoring; Noise measurement; Security; Time measurement; Sensor Complementarity; Sensor Similarity; Type-2 Fuzzy;
Conference_Titel :
Aerospace and Electronics Conference (NAECON), Proceedings of the 2011 IEEE National
Conference_Location :
Dayton, OH
Print_ISBN :
978-1-4577-1040-7
DOI :
10.1109/NAECON.2011.6183072