Title :
Networks of Maritime Radar Systems: Sensor Selection Algorithm for PD ≪ 1 Based on the Modified Riccati Equation
Author :
Ramdaras, U.D. ; Absil, F.G.J.
Author_Institution :
Netherlands Defense Academy (Combat Systems Department), Het Nieuwe Diep 8, Den Helder, The Netherlands; Delft University of Technology (International Research Centre for Telecommunications and Radar), Mekelweg 4, Delft, The Netherlands. Email: UD.Ramdara
Abstract :
This paper presents a novel sensor selection algorithm for target tracking, based on the Modified Riccati Equation (MRE). The MRE provides an upper bound of the Cramér-Rao lower bound (CRLB) and is easily calculated. Using the MRE, it is possible to include sensors with a probability of detection Pd ≪ 1. State estimation is done with a modified Particle Filter (PF), taking into account missed detections. The performance of the MRE sensor selection scheme is studied for single and multiple steps ahead, and, for the case of Pd = 1, compared with other methods.
Keywords :
Clouds; Covariance matrix; Filters; Infrared sensors; Radar; Riccati equations; Sensor systems; State estimation; Target tracking; Upper bound;
Conference_Titel :
Nonlinear Statistical Signal Processing Workshop, 2006 IEEE
Conference_Location :
Cambridge, UK
Print_ISBN :
978-1-4244-0581-7
Electronic_ISBN :
978-1-4244-0581-7
DOI :
10.1109/NSSPW.2006.4378842