Power line interference filtering on surface electromyography based on the stationary wavelet packet transform


Autoria(s): Galiana-Merino, Juan José; Ruiz-Fernandez, Daniel; Martínez Esplá, Juan José
Contribuinte(s)

Universidad de Alicante. Departamento de Física, Ingeniería de Sistemas y Teoría de la Señal

Universidad de Alicante. Departamento de Tecnología Informática y Computación

Universidad de Alicante. Instituto Universitario de Física Aplicada a las Ciencias y las Tecnologías

Sismología-Riesgo Sísmico y Procesado de la Señal en Fenómenos Naturales

Ingeniería Bioinspirada e Informática para la Salud

Data(s)

16/07/2014

16/07/2014

01/08/2013

Resumo

Power line interference is one of the main problems in surface electromyogram signals (EMG) analysis. In this work, a new method based on the stationary wavelet packet transform is proposed to estimate and remove this kind of noise from EMG data records. The performance has been quantitatively evaluated with synthetic noisy signals, obtaining good results independently from the signal to noise ratio (SNR). For the analyzed cases, the obtained results show that the correlation coefficient is around 0.99, the energy respecting to the pure EMG signal is 98–104%, the SNR is between 16.64 and 20.40 dB and the mean absolute error (MAE) is in the range of −69.02 and −65.31 dB. It has been also applied on 18 real EMG signals, evaluating the percentage of energy respecting to the noisy signals. The proposed method adjusts the reduction level to the amplitude of each harmonic present in the analyzed noisy signals (synthetic and real), reducing the harmonics with no alteration of the desired signal.

Identificador

Computer Methods and Programs in Biomedicine. 2013, 111(2): 338-346. doi:10.1016/j.cmpb.2013.04.022

0169-2607 (Print)

1872-7565 (Online)

http://hdl.handle.net/10045/39284

10.1016/j.cmpb.2013.04.022

Idioma(s)

eng

Publicador

Elsevier

Relação

http://dx.doi.org/10.1016/j.cmpb.2013.04.022

Direitos

info:eu-repo/semantics/restrictedAccess

Palavras-Chave #Electromyogram signal (EMG) #Biological signals filtering #Stationary wavelet packet transform (SWPT) #Power line interference #Teoría de la Señal y Comunicaciones #Arquitectura y Tecnología de Computadores
Tipo

info:eu-repo/semantics/article