• Resumo

    Classificação com SVM de sinais de EMG para implementação de próteses robóticas de baixo custo

    Data de publicação: 13/07/2022

    People with amputation go through several challenges, many of
    which are carried daily. The loss of functionality of the amputated

    limb can make some tasks difficult to perform, reducing their au-
    tonomy and quality of life. The use of robotic prostheses offers the

    possibility of returning elaborate movements that were previously
    lost. Through sensors and motors, robotic prostheses are capable
    of performing user-controlled movements, allowing the partial or
    complete return of lost movements. This work presents the results
    obtained with a classifier trained with support vector machines for
    the identification of movements through electromyography signals,
    obtained through non-invasive acquisition using surface electrodes.
    The results presented are part of several tests that will be carried
    out for the development of a control system for low cost robotic
    prostheses. In this paper, an average of 85% accuracy was obtained
    for classifiers trained from 3 features extracted from the frequency
    domain.

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