[The application of BP neural network improved with LM algorithm in surface EMG signal classification].
Zhongguo Yi Liao Qi Xie Za Zhi
; 29(6): 399-401, 2005 Nov.
Article
em Zh
| MEDLINE
| ID: mdl-16494048
ABSTRACT
The method of BP neural network improved by Levenberg-Marquardt algorithm in surface EMG signal classification is proposed. The data reduction and preprocessing operations of the signals are performed by means of the wavelet transform. The classifier can identify four classes of forearm movement hand extension, hand grasp,forearm pronation and forearm supination with a high accuracy.Experimental result shows that the BP neural netwok improved by LM algorithm has greatly increased the speed and the accuracy of signal classification in practical application of prothesis control.
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Coleções:
01-internacional
Base de dados:
MEDLINE
Assunto principal:
Próteses e Implantes
/
Algoritmos
/
Redes Neurais de Computação
/
Eletromiografia
Tipo de estudo:
Prognostic_studies
Limite:
Humans
Idioma:
Zh
Ano de publicação:
2005
Tipo de documento:
Article