Electroencephalography Signal Processing: A Comprehensive Review and Analysis of Methods and Techniques.
EEG
machine learning
signal processing
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
16 Jul 2023
16 Jul 2023
Historique:
received:
21
05
2023
revised:
16
06
2023
accepted:
13
07
2023
medline:
31
7
2023
pubmed:
29
7
2023
entrez:
29
7
2023
Statut:
epublish
Résumé
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.
Identifiants
pubmed: 37514728
pii: s23146434
doi: 10.3390/s23146434
pmc: PMC10385593
pii:
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Références
Artif Intell Med. 2020 Mar;103:101787
pubmed: 32143794
Annu Rev Biomed Eng. 2004;6:453-95
pubmed: 15255777
Front Comput Neurosci. 2023 Mar 02;17:1151852
pubmed: 36936191
IEEE Trans Biomed Eng. 2010 Sep;57(9):2188-96
pubmed: 20542760
Sensors (Basel). 2021 May 11;21(10):
pubmed: 34064946
Psychophysiology. 1991 Jan;28(1):114-21
pubmed: 1886960
Conf Proc IEEE Eng Med Biol Soc. 2004;2006:392-5
pubmed: 17271694
IEEE J Biomed Health Inform. 2023 Feb;27(2):866-877
pubmed: 35486556
Sensors (Basel). 2022 Aug 05;22(15):
pubmed: 35957420
IEEE Rev Biomed Eng. 2021;14:204-218
pubmed: 32011262
J Neural Eng. 2021 Feb 25;18(2):
pubmed: 33418548
J Neural Eng. 2018 Jun;15(3):031005
pubmed: 29488902
IEEE Trans Neural Syst Rehabil Eng. 2020 Jul;28(7):1511-1517
pubmed: 32406842
IEEE Trans Neural Syst Rehabil Eng. 2023;31:356-365
pubmed: 36374871
Alzheimers Res Ther. 2023 Feb 10;15(1):32
pubmed: 36765411
Bioengineering (Basel). 2022 Dec 05;9(12):
pubmed: 36550974
IEEE J Transl Eng Health Med. 2016 Apr 04;4:2000108
pubmed: 27551645
Brain Res Bull. 1995;38(6):531-8
pubmed: 8590074
Neurosci Biobehav Rev. 2006;30(6):808-22
pubmed: 16904745
Neuroimage. 2023 Aug 1;276:120209
pubmed: 37269957
IEEE Trans Biomed Eng. 2011 Sep;58(9):2441-7
pubmed: 21558055
Neurophysiol Clin. 2020 Feb;50(1):21-25
pubmed: 32014371
Artif Intell Med. 2023 Sep;143:102545
pubmed: 37673554
IEEE Trans Biomed Eng. 2006 Dec;53(12 Pt 1):2583-7
pubmed: 17153216
J Neurol. 2023 May;270(5):2798-2808
pubmed: 36792721
Sci Rep. 2023 Feb 13;13(1):2507
pubmed: 36782004
Sensors (Basel). 2023 Mar 03;23(5):
pubmed: 36905004
Sensors (Basel). 2023 Jan 05;23(2):
pubmed: 36679430
Behav Brain Sci. 2015;38:e1
pubmed: 24827452
J Alzheimers Dis. 2023;91(4):1261-1272
pubmed: 36641665
IEEE Trans Neural Netw Learn Syst. 2023 Mar 16;PP:
pubmed: 37030729
Neural Netw. 2022 Apr;148:23-36
pubmed: 35051867
Front Neurosci. 2012 Jul 13;6:55
pubmed: 22811657
IEEE Trans Neural Syst Rehabil Eng. 2003 Jun;11(2):184-5
pubmed: 12899269
J Med Syst. 2010 Apr;34(2):195-212
pubmed: 20433058
Int J Environ Res Public Health. 2019 Feb 19;16(4):
pubmed: 30791379
JAMA Netw Open. 2022 Aug 1;5(8):e2225098
pubmed: 35921110
Phys Rev E Stat Nonlin Soft Matter Phys. 2001 Dec;64(6 Pt 1):061907
pubmed: 11736210
Sensors (Basel). 2019 Feb 26;19(5):
pubmed: 30813520
J Neurol Neurosurg Psychiatry. 2003 Jan;74(1):9
pubmed: 12486257
Neuroimage. 2023 May 15;272:120054
pubmed: 36997138
J Neurosci Methods. 2016 Dec 1;274:141-145
pubmed: 27746229
J Neural Eng. 2021 Oct 14;18(5):
pubmed: 34596046
Keio J Med. 2022 Dec 25;71(4):82-92
pubmed: 35718470
Int J Neural Syst. 2017 Mar;27(2):1650039
pubmed: 27440465
Sensors (Basel). 2014 Jul 18;14(7):12847-70
pubmed: 25046013
J Med Syst. 2012 Jun;36(3):1731-43
pubmed: 21222222
IEEE J Biomed Health Inform. 2022 Aug;26(8):3607-3617
pubmed: 34847047
Neuroimage Clin. 2021;30:102569
pubmed: 33583764
Front Neurosci. 2021 Jan 15;14:597941
pubmed: 33584176
IEEE Trans Neural Syst Rehabil Eng. 2022;30:1361-1373
pubmed: 35604962
Psychiatry Res Neuroimaging. 2023 Mar;329:111591
pubmed: 36682174
Neurophysiol Clin. 2000 Feb;30(1):5-19
pubmed: 10740792
IEEE Trans Biomed Eng. 2022 Oct;69(10):3183-3192
pubmed: 35333710
J Neurol. 2022 Jul;269(7):3400-3412
pubmed: 35249144
J Neurosci. 2011 Apr 13;31(15):5721-9
pubmed: 21490213
Neuron. 2013 Dec 4;80(5):1112-28
pubmed: 24314724
Front Neurosci. 2012 Mar 29;6:39
pubmed: 22479236
IEEE Trans Neural Syst Rehabil Eng. 2022;30:843-850
pubmed: 35324444
J Neural Eng. 2019 Aug 14;16(5):051001
pubmed: 31151119