The application of Hybrid Brain-Computer Interfaces (BCI) for post-stroke hand motor rehabilitation requires the investigation of new electromyographic (EMG) features, potentially able to identify pathological synergies to be discouraged. Inter-muscular coherence (IMC) is gaining attention as a descriptor of the mechanisms behind abnormal motor control in stroke patients. With the ultimate goal to exploit IMC features to control BCIs, this work aims at (a) characterizing finger extension and grasping tasks by IMC features, (b) assessing IMC feature performance in classifying different conditions. Classification results (accuracy equal to 0.81 ± 0.19) pave the way for IMC feature application in hybrid BCI control.
Inter-muscular coherence features to classify upper limb simple tasks / Colamarino, E.; Pichiorri, F.; Toppi, J.; de Seta, V.; Masciullo, M.; Mattia, D.; Cincotti, F.. - (2021), pp. 57-60. (Intervento presentato al convegno 10th International IEEE EMBS Conference on Neural Engineering 2021 (NER2021) tenutosi a Virtual) [10.1109/NER49283.2021.9441150].
Inter-muscular coherence features to classify upper limb simple tasks
Colamarino, E.
;Pichiorri, F.;Toppi, J.;de Seta, V.;Mattia, D.;Cincotti, F.
2021
Abstract
The application of Hybrid Brain-Computer Interfaces (BCI) for post-stroke hand motor rehabilitation requires the investigation of new electromyographic (EMG) features, potentially able to identify pathological synergies to be discouraged. Inter-muscular coherence (IMC) is gaining attention as a descriptor of the mechanisms behind abnormal motor control in stroke patients. With the ultimate goal to exploit IMC features to control BCIs, this work aims at (a) characterizing finger extension and grasping tasks by IMC features, (b) assessing IMC feature performance in classifying different conditions. Classification results (accuracy equal to 0.81 ± 0.19) pave the way for IMC feature application in hybrid BCI control.| File | Dimensione | Formato | |
|---|---|---|---|
|
Colamarino_Inter-muscular_2021.pdf
solo gestori archivio
Tipologia:
Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza:
Tutti i diritti riservati (All rights reserved)
Dimensione
410.59 kB
Formato
Adobe PDF
|
410.59 kB | Adobe PDF | Contatta l'autore |
|
Colamarino_postprint_Inter-muscular_2021.pdf
accesso aperto
Note: https://ieeexplore.ieee.org/document/9441150
Tipologia:
Documento in Post-print (versione successiva alla peer review e accettata per la pubblicazione)
Licenza:
Tutti i diritti riservati (All rights reserved)
Dimensione
354.59 kB
Formato
Adobe PDF
|
354.59 kB | Adobe PDF |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
