Title :
Adapting horizon size in finite impulse response filtering through switching extensible FIR filter bank
Author :
Jung Min Pak ; Choon Ki Ahn ; Myo Taeg Lim ; Shmaliy, Yuriy S.
Author_Institution :
Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
fDate :
Sept. 29 2014-Oct. 3 2014
Abstract :
In finite impulse response (FIR) filtering, horizon size (memory size) is an important parameter that influences estimation performance. In this paper, in order to improve the estimation performance of a linear FIR filter, we propose a new method to manage horizon size. The proposed method adapts (adjusts) horizon size based on the likelihood of observation and it is called switching extensible FIR filter bank (SEFFB). The SEFFB exhibits smaller estimation errors than a single FIR filter that uses the best constant horizon size.
Keywords :
FIR filters; channel bank filters; FIR filtering; SEFFB; estimation errors; estimation performance; finite impulse response filtering; horizon size; linear FIR filter; memory size; observation likelihood; single-FIR filter; switching extensible FIR filter bank; Finite impulse response filters; Maximum likelihood estimation; Noise; Noise measurement; Switches; Vectors; FIR filter; horizon size; state estimation; switching extensible FIR filter bank (SEFFB);
Conference_Titel :
Electrical Engineering, Computing Science and Automatic Control (CCE), 2014 11th International Conference on
Conference_Location :
Campeche
Print_ISBN :
978-1-4799-6228-0
DOI :
10.1109/ICEEE.2014.6978264