Title :
SR-UPF and its application on airborne passive location using double wave band infrared information
Author :
Sun, Liang ; Zhou, Tao ; Yu, Lei ; Wang, Kai ; Teng, Peng
Author_Institution :
Dept. of Aerial Weapon, Air Force Eng. Univ., Xi´´an
Abstract :
This paper develops a novel filter for nonlinear airborne passive location issues. This new filter is implemented according to the procedure adopted in generic particle filter (PF). But unlike the generic PF that simply uses the prior as the importance density function, this new filter uses a recently developed square root unscented Kalman filter (SRUKF) to generate the importance density. That is why the new filter is called the square root unscented particle filter (SRUPF). In SRUPF, the importance density features in embodying the latest observation information, so it can well approximate the distribution of the state variable. Moreover, using SRUKF to calculate the importance density avoids factorizing the state covariance at each time step. This makes the new filter have a good numerical stability. In this paper, the theory of SRUKF is mostly referenced from [13]. In the end, the airborne passive location model using double wave band infrared information is given to demonstrate the effectiveness of the proposed algorithm.
Keywords :
Kalman filters; aircraft communication; numerical stability; particle filtering (numerical methods); double wave band infrared information; nonlinear airborne passive location; numerical stability; particle filter; square root unscented Kalman filter; Band pass filters; Bayesian methods; Computational efficiency; Filtering; Numerical stability; Particle filters; Passive filters; State estimation; Target tracking; Underwater tracking; SRUPF; bearings-only; double wave band; infrared radiance; square root unscented particle filter (SRUPF);
Conference_Titel :
Robotics and Biomimetics, 2007. ROBIO 2007. IEEE International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-1-4244-1761-2
Electronic_ISBN :
978-1-4244-1758-2
DOI :
10.1109/ROBIO.2007.4522395