Title :
Tracking analysis of an adaptive notch filter with constrained poles and zeros
Author :
Händel, Peter ; Nehorai, Arye
Author_Institution :
Syst. & Control Group, Uppsala Univ., Sweden
fDate :
2/1/1994 12:00:00 AM
Abstract :
This paper analyzes the asymptotic tracking properties of an adaptive notch filter (ANF) with pole-zero constraints for the cancellation or retrieval of multiple time-varying sine waves in additive noise. The asymptotic mean square error (MSE) is analyzed using the methods of Ljung and Gunnarsson (1990) when the variations in the underlying frequencies are assumed to be sufficiently small. Closed-form expressions for the MSE are derived as functions of the tuning variables of the algorithm. The results give insight into the operational properties of the algorithm and are used in order to minimize the MSE with respect to the tuning variables. Computer simulations confirm the validity of the derived results
Keywords :
adaptive filters; digital filters; notch filters; poles and zeros; signal processing; tracking; MSE; adaptive notch filter; additive noise; algorithm; asymptotic tracking properties; closed-form expressions; computer simulations; mean square error; multiple time-varying sine waves; pole-zero constraints; tracking analysis; tuning variables; Adaptive filters; Algorithm design and analysis; Error analysis; Frequency estimation; Mean square error methods; Narrowband; Poles and zeros; Signal processing algorithms; Steady-state; Tuning;
Journal_Title :
Signal Processing, IEEE Transactions on