Electroencephalography Signal Processing: A Comprehensive Review and Analysis of Methods and Techniques Article Swipe
Ahmad Chaddad
,
Yihang Wu
,
Reem Kateb
,
Ahmed Bouridane
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3390/s23146434
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3390/s23146434
The electroencephalography (EEG) signal is a noninvasive and complex signal that has numerous applications in biomedical fields, including sleep and the brain–computer interface. Given its complexity, researchers have proposed several advanced preprocessing and feature extraction methods to analyze EEG signals. In this study, we analyze a comprehensive review of numerous articles related to EEG signal processing. We searched the major scientific and engineering databases and summarized the results of our findings. Our survey encompassed the entire process of EEG signal processing, from acquisition and pretreatment (denoising) to feature extraction, classification, and application. We present a detailed discussion and comparison of various methods and techniques used for EEG signal processing. Additionally, we identify the current limitations of these techniques and analyze their future development trends. We conclude by offering some suggestions for future research in the field of EEG signal processing.
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Metadata
- Type
- review
- Language
- en
- Landing Page
- https://doi.org/10.3390/s23146434
- https://www.mdpi.com/1424-8220/23/14/6434/pdf?version=1689583628
- OA Status
- gold
- Cited By
- 181
- References
- 165
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4384557778
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4384557778Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.3390/s23146434Digital Object Identifier
- Title
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Electroencephalography Signal Processing: A Comprehensive Review and Analysis of Methods and TechniquesWork title
- Type
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reviewOpenAlex work type
- Language
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enPrimary language
- Publication year
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2023Year of publication
- Publication date
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2023-07-16Full publication date if available
- Authors
-
Ahmad Chaddad, Yihang Wu, Reem Kateb, Ahmed BouridaneList of authors in order
- Landing page
-
https://doi.org/10.3390/s23146434Publisher landing page
- PDF URL
-
https://www.mdpi.com/1424-8220/23/14/6434/pdf?version=1689583628Direct link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
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https://www.mdpi.com/1424-8220/23/14/6434/pdf?version=1689583628Direct OA link when available
- Concepts
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Electroencephalography, Signal processing, Computer science, Preprocessor, SIGNAL (programming language), Feature extraction, Artificial intelligence, Pattern recognition (psychology), Digital signal processing, Psychology, Neuroscience, Computer hardware, Programming languageTop concepts (fields/topics) attached by OpenAlex
- Cited by
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181Total citation count in OpenAlex
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2025: 95, 2024: 75, 2023: 11Per-year citation counts (last 5 years)
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165Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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