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Use of Artificial Intelligence in the Classification of Upper-Limb Motion Using EEG and EMG Signals: A Review

This systematic review summarizes the application of artificial intelligence (AI) in classifying upper-limb motion using Electroencephalogram (EEG) and Electromyogram (EMG) signals, focusing on the field’s progression from Traditional Machine Learning (TML) to Deep Learning (DL) architectures. Follo...

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Principais autores: Isabel Bandes, Yasuharu Koike
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-02-01
Serier:Sensors
Fag:
upper limbs
electroencephalogram (EEG)
electromyogram (EMG)
artificial intelligence
movement intent
movement classification
Online adgang:https://www.mdpi.com/1424-8220/26/5/1457
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