Title :
Parameter estimation of multicomponent polynomial-phase signals impinging on a multi-sensor array using extended Kalman filter
Author :
Adjrad, Mounir ; Belouchrani, Adel ; Abed-Meraim, Karim
Author_Institution :
Ecole Nat. Polytech, Algeria
Abstract :
We address the problem of parameter estimation of multiple polynomial-phase signals (PPS) impinging on a multi-sensor array. The approach used herein is based on a state space modelization of the signal by performing an extended Kalman filtering (EKF) to estimate the state. This method exploits the spatial information provided by a sensor array resulting in considering different observations in the EKF equations. Simulation example supporting the theory is provided showing the efficiency of the resulting estimator by performance close to the Cramer-Rao lower bound (CRLB).
Keywords :
Kalman filters; array signal processing; nonlinear filters; parameter estimation; polynomials; Cramer-Rao lower bound; extended Kalman filter; multiple polynomial-phase signals; multisensor array; parameter estimation; Chirp; Equations; Narrowband; Parameter estimation; Polynomials; Sensor arrays; Signal analysis; State estimation; State-space methods; Vectors;
Conference_Titel :
Signal Processing and Information Technology, 2003. ISSPIT 2003. Proceedings of the 3rd IEEE International Symposium on
Print_ISBN :
0-7803-8292-7
DOI :
10.1109/ISSPIT.2003.1341160