Optimization of EMG-based hand gesture recognition: Supervised vs. unsupervised data preprocessing on healthy subjects and transradial amputees

Author:

Riillo F.,Quitadamo L.R.,Cavrini F.,Gruppioni E.ORCID,Pinto C.A.,Pastò N. Cosimo,Sbernini L.,Albero L.,Saggio G.

Funder

Centro Protesi INAIL and Dipartimento di Ingegneria Elettronica – Università degli studi di Roma “Tor Vergata” AR. 6

Publisher

Elsevier BV

Subject

Health Informatics,Signal Processing

Reference30 articles.

1. Evaluation of the forearm EMG signal features for the control of a prosthetic hand;Boostani;Physiol. Meas.,2003

2. Principal components analysis based control of a multi-dof underactuated prosthetic hand;Matrone;J. Neuroeng. Rehabil.,2010

3. Quantifying pattern recognition-based myoelectric control of multifunctional transradial prostheses;Li;IEEE Trans. Neural Syst. Rehabil. Eng.,2010

4. Electromyogram pattern recognition for control of powered upper-limb prostheses: state of the art and challenges for clinical use;Scheme;J. Rehabil. Res. Dev.,2011

5. Fine detection of grasp force and posture by amputees via surface electromyography;Castellini;J. Physiol. Paris,2009

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