Removal of Artifacts from EEG Signals: A Review

Sensors
Xiao JiangZean Tian

Abstract

Electroencephalogram (EEG) plays an important role in identifying brain activity and behavior. However, the recorded electrical activity always be contaminated with artifacts and then affect the analysis of EEG signal. Hence, it is essential to develop methods to effectively detect and extract the clean EEG data during encephalogram recordings. Several methods have been proposed to remove artifacts, but the research on artifact removal continues to be an open problem. This paper tends to review the current artifact removal of various contaminations. We first discuss the characteristics of EEG data and the types of different artifacts. Then, a general overview of the state-of-the-art methods and their detail analysis are presented. Lastly, a comparative analysis is provided for choosing a suitable methods according to particular application.

References

Jun 1, 1978·Electroencephalography and Clinical Neurophysiology·J L WhittonH Moldofsky
Jan 1, 1991·Clinical Physics and Physiological Measurement : an Official Journal of the Hospital Physicists' Association, Deutsche Gesellschaft Für Medizinische Physik and the European Federation of Organisations for Medical Physics·P Berg, M Scherg
Feb 1, 1970·Electroencephalography and Clinical Neurophysiology·S A Hillyard, R Galambos
Oct 1, 1995·Electroencephalography and Clinical Neurophysiology·I F GorodnitskyB D Rao
Sep 26, 1997·Electroencephalography and Clinical Neurophysiology·R N Vigário
Sep 24, 1999·Neuropsychobiology·P AndererB Saletu
Mar 31, 2000·Neurophysiologie clinique = Clinical neurophysiology·R J Croft, R J Barry
Jun 14, 2000·IEEE Transactions on Bio-medical Engineering·R VigárioE Oja
Oct 6, 2000·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·T P JungT J Sejnowski
Sep 2, 2003·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·I I GoncharovaJ R Wolpaw
Mar 24, 2004·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Silvia CasarottoGiuseppe A Chiarenza
Jun 12, 2004·Medical & Biological Engineering & Computing·P HeC Russell
Jun 24, 2004·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Garrick L WallstromNathan A Fox
Sep 8, 2004·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Guido NolteMark Hallett
Mar 4, 2005·Physiological Measurement·Christopher J James, Christian W Hesse
Mar 15, 2005·Journal of Electromyography and Kinesiology : Official Journal of the International Society of Electrophysiological Kinesiology·C MarqueC Pérot
May 13, 2005·IEEE Transactions on Bio-medical Engineering·Meltem IzzetogluBanu Onaral
Jul 2, 2005·Neural Networks : the Official Journal of the International Neural Network Society·Arthur FlexerGeorg Dorffner
Jul 11, 2006·Journal of Neuroscience Methods·Nazareth P Castellanos, Valeri A Makarov
Aug 1, 2006·Computer Methods and Programs in Biomedicine·A R TeixeiraA Martins da Silva
Aug 4, 2006·Computer Methods and Programs in Biomedicine·Tiejun Liu, Dezhong Yao
Nov 8, 2006·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·A SchlöglG Pfurtscheller
Dec 13, 2006·IEEE Transactions on Bio-medical Engineering·Wim De ClercqSabine Van Huffel
Dec 16, 2006·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Mehrdad FatourechiGary E Birch
Aug 19, 2007·IEEE Transactions on Bio-medical Engineering·Carlos VayáDavid Moratal
Feb 22, 2008·Computational Intelligence and Neuroscience·Sebastian HalderWolfgang Rosenstiel
May 19, 2010·Neuroinformatics·Maarten De VosBoris Burle
Jun 15, 2010·IEEE Transactions on Bio-medical Engineering·Bogdan MijovićSabine Van Huffel
Jun 16, 2010·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Yun QinDezhong Yao
Oct 29, 2010·NeuroImage·Brenton W McMenaminRichard J Davidson
Mar 1, 2012·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Kevin T SweeneySeán F McLoone
Aug 8, 2012·Nature Reviews. Neurology·Kitti KaiboriboonSamden D Lhatoo
Oct 23, 2012·IEEE Transactions on Bio-medical Engineering·Kevin T SweeneyTomás E Ward
Aug 8, 2013·Biomedical Engineering Online·Peiyang LiDezhong Yao
May 20, 2014·Journal of Neural Engineering·Irene WinklerMichael Tangermann
May 23, 2014·IEEE Transactions on Bio-medical Engineering·Mehdi Bagheri HamanehKenneth A Loparo
Jun 27, 2014·IEEE Journal of Biomedical and Health Informatics·Ruhi Mahajan, Bashir I Morshed
Aug 19, 2014·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Ian DalyGernot Muller-Putz
Aug 31, 2014·Journal of Medical Systems·Jasmin Kevric, Abdulhamit Subasi
Nov 22, 2014·IEEE Journal of Biomedical and Health Informatics·Yuan ZouRoozbeh Jafari
Dec 3, 2014·Journal of Neuroscience Methods·Peiyang LiPeng Xu
Mar 21, 2015·Journal of Neuroscience Methods·Maximilien ChaumonNiko A Busch
Apr 3, 2015·Journal of Neural Engineering·Jose Antonio Urigüen, Begoña Garcia-Zapirain

❮ Previous
Next ❯

Citations

Jul 26, 2019·Computational Intelligence and Neuroscience·Elisa MagossoMauro Ursino
Jun 1, 2020·Bio-medical Materials and Engineering·Maha Shams, Alaa Sagheer
Oct 6, 2020·Computational Intelligence and Neuroscience·Nazmi Sofian SuhaimiJason Teo
Nov 27, 2020·Frontiers in Human Neuroscience·Mahsa Alizadeh ShalchyAaron R Seitz
Nov 27, 2020·Human Factors·Ting ZhangDenny Yu
Jan 7, 2021·Brain Sciences·Aleksandra Kawala-SterniukEdward Jacek Gorzelanczyk
Feb 16, 2021·Frontiers in Bioengineering and Biotechnology·Weiyang YangWen Li
Feb 23, 2021·Journal of Neuroscience Methods·Qiang ChenXiaohui Yuan
Feb 23, 2021·Complementary Therapies in Clinical Practice·Padmavathi KoraMantena Satyanarayana Raju
Mar 7, 2021·International Journal of Environmental Research and Public Health·Colince Meli SegningSuzy Ngomo
Mar 4, 2021·Computer Methods and Programs in Biomedicine·Sana YasinAlice Othmani
Mar 8, 2021·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Mariella PaulAntonio Schettino
Apr 14, 2021·Journal of Medical Engineering & Technology·M K M Rahman, Tohfa Haque
May 18, 2021·Frontiers in Neuroscience·Jerrin Thomas Panachakel, Angarai Ganesan Ramakrishnan
Jun 12, 2021·Journal of Neuroengineering and Rehabilitation·Matthew R ShortJose L Pons
Jun 13, 2021·Scientific Reports·Karun ThanjavurNaznin Virji-Babul
Oct 16, 2020·Journal of Neural Engineering·Nooshin BahadorJukka Kortelainen
Aug 4, 2021·Journal of Neural Engineering·Federico BarbanMarianna Semprini
Aug 14, 2021·Computers in Biology and Medicine·Md Mustafizur RahmanMohammad Ali Moni
Aug 11, 2021·Sensors·Rateb KatmahHasan Al-Nashash
Oct 6, 2021·Journal of Neural Engineering·Zhe Sage Chen
Nov 3, 2021·The Journal of Perinatal & Neonatal Nursing·Mary Anne RyanGeraldine Boylan
Oct 26, 2021·Journal of Neural Engineering·Yi-Feng ChenMingming Zhang
Nov 23, 2021·Frontiers in Neurology·Alireza KazemiMartin J McKeown
Nov 24, 2020··Kunal GuptaPrasanth Sasikumar

❮ Previous
Next ❯

Methods Mentioned

BETA
PCA
imaging technique

Software Mentioned

CCA
SASICA
MEMD
EEMD
Fully Automated Statistical Thresholding for EEG artifact Reje...
FORCe
EEGLAB
Google Scholar

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Neurophysiologie clinique = Clinical neurophysiology
Md Kafiul IslamZhi Yang
Revista medico-chirurgicală̆ a Societă̆ţ̜ii de Medici ş̧i Naturaliş̧ti din Iaş̧i
Anca Mihaela Lazăr, R Ursulean
© 2022 Meta ULC. All rights reserved