MSE behavior of biomedical event-related filters

被引:16
作者
Barros, AK
Ohnishi, N
机构
[1] Department of Information Engineering, Graduate School of Engineering, Nagoya University
关键词
adaptive filter; event-related signal; impedance cardiography; mean-squared error;
D O I
10.1109/10.623054
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The mean-squared error (MSE) behavior for Fourier linear combiner (FLC)-based filters is analyzed, using the independence assumption. The advantage of this analysis is its simplicity compared with previous results. The MSE transient behavior for this kind of filters is also presented for the first time. Moreover, a time-varying sequence for the least mean square (LMS) algorithm step-size is proposed to provide fast convergence with small misadjustment error. It is shown that for this sequence, the MSE behaves better as the input signal-to-noise ratio (SNR) decreases, but increases with the number of harmonics. Lastly, we make a brief analysis on the nonstationary behavior of these filters, and again we find simple expressions for the MSE behavior.
引用
收藏
页码:848 / 855
页数:8
相关论文
共 14 条
[1]  
[Anonymous], ADAPTIVE FILTER THEO, DOI DOI 10.1109/ISCAS.2017.8050871
[2]   FILTERING NONCORRELATED NOISE IN IMPEDANCE CARDIOGRAPHY [J].
BARROS, AK ;
YOSHIZAWA, M ;
YASUDA, Y .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1995, 42 (03) :324-327
[3]   NONSTATIONARY LEARNING CHARACTERISTICS OF THE LMS ALGORITHM [J].
GARDNER, WA .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1987, 34 (10) :1199-1207
[4]  
JANE R, 1991, PROCEEDINGS OF THE ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 13, PTS 1-5, P365, DOI 10.1109/IEMBS.1991.683979
[5]  
KUBICEK WG, 1966, AEROSPACE MED, V37, P1208
[6]   ADAPTIVE FILTER FOR EVENT-RELATED BIOELECTRIC SIGNALS USING AN IMPULSE CORRELATED REFERENCE INPUT - COMPARISON WITH SIGNAL AVERAGING TECHNIQUES [J].
LAGUNA, P ;
JANE, R ;
MESTE, O ;
POON, PW ;
CAMINAL, P ;
RIX, H ;
THAKOR, NV .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1992, 39 (10) :1032-1044
[7]  
RIVIERE CN, 1995, RESNA 1995 ANN C VAN
[8]   ON THE CONVERGENCE BEHAVIOR OF THE LMS AND THE NORMALIZED LMS ALGORITHMS [J].
SLOCK, DTM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (09) :2811-2825
[9]   AN ADAPTIVE ESTIMATION OF PERIODIC SIGNALS USING A FOURIER LINEAR COMBINER [J].
VAZ, C ;
KONG, X ;
THAKOR, N .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (01) :1-10
[10]  
VAZ C, 1987, IEEE T BIOMED ENG, V36, P448