A Survey on Neural Prosthetic Devices Using EEG Signal Classification

Neural Prosthetic devices that use electroencephalography (EEG) signals have emerged as a key technology to restore motor and cognitive functions in patients suffering from neurological injuries. This paper is a detailed review on EEG based neural prosthesis, including but not limited to data acquisition, preprocessing methods, feature extraction algorithms, classification/Judge algorithms, as well as challenges behind these technologies. Additionally, recent achievements and future perspectives in this area are presented.

Authors

Institutions

Publication Details

Published
2025-05-07
DOI
https://doi.org/10.1109/rmkmate64874.2025.11042772
Primary Topic
EEG and Brain-Computer Interfaces
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Survey on Neural Prosthetic Devices Using EEG Signal Classification

Damodar Reddy Edla, Suresh Dara, T. Kishore Babu
EEG and Brain-Computer Interfaces
article

A Survey on Neural Prosthetic Devices Using EEG Signal Classification

Damodar Reddy Edla, Suresh Dara, T. Kishore Babu
article en

Abstract

Neural Prosthetic devices that use electroencephalography (EEG) signals have emerged as a key technology to restore motor and cognitive functions in patients suffering from neurological injuries. This paper is a detailed review on EEG based neural prosthesis, including but not limited to data acquisition, preprocessing methods, feature extraction algorithms, classification/Judge algorithms, as well as challenges behind these technologies. Additionally, recent achievements and future perspectives in this area are presented.

National Institute of Technology Goa (IN), SRM University (IN), VIT-AP University
Openalex Percentile: Top 86%
EEG and Brain-Computer Interfaces
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.