Optimal rejection of movement artefacts from myoelectric signals by means of a wavelet filtering procedure

被引:65
作者
Conforto, S
D'Alessio, T
Pignatelli, S
机构
[1] Univ Rome 3, Dipartimento Ingn Meccan & Ind, I-00146 Rome, Italy
[2] Univ Rome La Sapienza, Dipartimento INFOCOM, Rome, Italy
关键词
artefact rejection; filtering; myoelectric signal; wavelet;
D O I
10.1016/S1050-6411(98)00023-6
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
In this work the problem of rejection of motion artefacts from surface myoelectric signals, recorded during dynamic contractions, is studied. In fact, the extraction of frequency parameters and the detection of muscular activation patterns can be detrimentally affected by artefacts due to the movement of the surface electrodes, particularly stressed by the dynamic conditions of the exercise performed during measurement. In order to overcome this difficulty, four different filtering procedures have been tested and compared: a high-pass filtering procedure, a moving average procedure, a moving median procedure and a new adaptive wavelet based procedure, expressly designed for this work. Orthogonal Meyer wavelets are used with the aim of obtaining both a good reconstruction and a decomposition of the signal into non-overlapping bands. The four procedures have been tested with a set of different proofs utilising both synthetic and experimentally recorded myoelectric signals. The results show that the wavelet procedure performs better than the other methods both in information preservation and in time-detection. Moreover, the features of user-independence and adaptivity to the noise level suggest a wider range of applications of the proposed algorithm. (C) 1999 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:47 / 57
页数:11
相关论文
共 23 条
[1]   THE INFLUENCE OF TOTAL KNEE-REPLACEMENT DESIGN ON WALKING AND STAIR-CLIMBING [J].
ANDRIACCHI, TP ;
GALANTE, JO ;
FERMIER, RW .
JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME, 1982, 64 (09) :1328-1335
[2]   A BLOCK SPIN CONSTRUCTION OF ONDELETTES .1. LEMARIE FUNCTIONS [J].
BATTLE, G .
COMMUNICATIONS IN MATHEMATICAL PHYSICS, 1987, 110 (04) :601-615
[3]  
BEKEY GA, 1985, P IEEE, V65, P674
[4]   TIME-FREQUENCY DIGITAL FILTERING BASED ON AN INVERTIBLE WAVELET TRANSFORM - AN APPLICATION TO EVOKED-POTENTIALS [J].
BERTRAND, O ;
BOHORQUEZ, J ;
PERNIER, J .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1994, 41 (01) :77-88
[5]   A statistical method for the measurement of muscle activation intervals from surface myoelectric signal during gait [J].
Bonato, P ;
D'Alessio, T ;
Knaflitz, M .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1998, 45 (03) :287-299
[6]  
CONFORTO S, 1997, 3 INT S COMP METH BI
[7]   ORTHONORMAL BASES OF COMPACTLY SUPPORTED WAVELETS [J].
DAUBECHIES, I .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1988, 41 (07) :909-996
[8]  
DE LUCA CJ, 1984, CRIT REV BIOMED ENG, V11, P251
[9]   CLINICAL-STUDY OF TOTAL ANKLE REPLACEMENT WITH GAIT ANALYSIS - PRELIMINARY-REPORT [J].
DEMOTTAZ, JD ;
MAZUR, JM ;
THOMAS, WH ;
SLEDGE, CB ;
SIMON, SR .
JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME, 1979, 61 (07) :976-988
[10]   CYCLE-OCTAVE AND RELATED TRANSFORMS IN SEISMIC SIGNAL ANALYSIS [J].
GOUPILLAUD, P ;
GROSSMANN, A ;
MORLET, J .
GEOEXPLORATION, 1984, 23 (01) :85-102