A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals

Journal of Neural Engineering
Ali BashashatiGary E Birch

Abstract

Brain-computer interfaces (BCIs) aim at providing a non-muscular channel for sending commands to the external world using the electroencephalographic activity or other electrophysiological measures of the brain function. An essential factor in the successful operation of BCI systems is the methods used to process the brain signals. In the BCI literature, however, there is no comprehensive review of the signal processing techniques used. This work presents the first such comprehensive survey of all BCI designs using electrical signal recordings published prior to January 2006. Detailed results from this survey are presented and discussed. The following key research questions are addressed: (1) what are the key signal processing components of a BCI, (2) what signal processing algorithms have been used in BCIs and (3) which signal processing techniques have received more attention?

References

Jun 1, 1977·Electroencephalography and Clinical Neurophysiology·G Pfurtscheller, A Aranibar
Jul 14, 1976·Biological cybernetics·L DeeckeH H Kornhuber
Mar 8, 1992·The Journal of Comparative Neurology·C A White, L M Chalupa
Mar 1, 1991·Electroencephalography and Clinical Neurophysiology·J R WolpawC A Forneris
Dec 1, 1990·IEEE Transactions on Bio-medical Engineering·Z A Keirn, J I Aunon
Apr 1, 1990·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·J W Kozelka, T A Pedley
Dec 1, 1988·Electroencephalography and Clinical Neurophysiology·L A Farwell, E Donchin
Jan 1, 1989·Electroencephalography and Clinical Neurophysiology·A S GevinsJ Illes
Jul 1, 1988·Documenta Ophthalmologica. Advances in Ophthalmology·D G Birch, G E Fish
Jun 1, 1994·Electroencephalography and Clinical Neurophysiology·J R Wolpaw, D J McFarland
Jun 1, 1994·Electroencephalography and Clinical Neurophysiology·G PfurtschellerC Neuper
Mar 1, 1995·World Journal of Surgery·T IsmailJ W Fielding
Jan 1, 1996·Archives of Virology·M L SkotnickiA J Gibbs
Nov 1, 1996·Electroencephalography and Clinical Neurophysiology·G PfurtschellerM Pregenzer
Sep 26, 1997·Electroencephalography and Clinical Neurophysiology·D J McFarlandJ R Wolpaw
Feb 11, 1998·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·J R WolpawD J McFarland
Mar 24, 1998·IEEE Transactions on Bio-medical Engineering·C W AndersonS Shamsunder
Apr 16, 1998·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·D J McFarlandJ R Wolpaw
Apr 18, 1998·Electroencephalography and Clinical Neurophysiology·G PfurtschellerM Pregenzer
Sep 18, 1998·Neuroscience Letters·A KueblerN Birbaumer
Sep 19, 1998·Electroencephalography and Clinical Neurophysiology·D E Blum
Sep 28, 1998·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·G PfurtschellerK Lugger
Oct 8, 1998·Brain : a Journal of Neurology·V S Ramachandran, W Hirstein
Oct 23, 1998·Clinical EEG (electroencephalography)·E Niedermeyer
Apr 7, 1999·Nature·N BirbaumerH Flor
Apr 9, 1999·Biomedizinische Technik. Biomedical Engineering·C GugerG Pfurtscheller
Jul 9, 1999·Medical & Biological Engineering & Computing·S J RobertsI Rezek
Sep 9, 1999·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·C NeuperG Pfurtscheller
Nov 27, 1999·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·S P LevineD A Ross
Nov 27, 1999·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·J E HugginsB J Smith
Nov 27, 1999·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·G Pfurtscheller, F H Lopes da Silva
Dec 28, 1999·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·M Pregenzer, G Pfurtscheller
Jun 1, 2000·Medical & Biological Engineering & Computing·S J Roberts, W D Penny
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·E DonchinR Wijesinghe
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·S P LevineB J Smith
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·F BabiloniM G Marciani
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·J D Bayliss, D H Ballard
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·N BirbaumerH Flor
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·R E IsaacsA B Schwartz
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·P R KennedyJ Goldwaithe
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·A Kostov, M Polak
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·M MiddendorfK S Jones
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·W D PennyM J Stokes

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Citations

Jan 27, 2011·Annals of Biomedical Engineering·M KamrunnaharS J Schiff
Mar 3, 2010·Journal of Medical Systems·Li ZhangPing Wang
Nov 3, 2012·Journal of Medical Systems·Germán Rodríguez-Bermúdez, Pedro J García-Laencina
Mar 26, 2011·Journal of Neural Engineering·Dean J KrusienskiCharles W Anderson
Jun 10, 2011·Journal of Neural Engineering·Kip A LudwigDaryl R Kipke
Feb 22, 2008·Computational Intelligence and Neuroscience·Ali BashashatiGary E Birch
Mar 13, 2010·Computational Intelligence and Neuroscience·Danhua ZhuRonald M Aarts
Aug 8, 2013·Biomedical Engineering Online·Peiyang LiDezhong Yao
Jul 16, 2009·PloS One·Zheng LiMiguel A L Nicolelis
Jun 23, 2011·PloS One·Pavel BobrovAlexander Zhavoronkov
Nov 28, 2013·Consciousness and Cognition·Lee-Fan TanSing-Yau Goh
Jun 25, 2013·Brain Imaging and Behavior·Mo ChenTianming Liu
Mar 19, 2014·Computer Methods and Programs in Biomedicine·Chern-Sheng LinHsing-Cheng Chang
Mar 29, 2014·Sensors·Anderson Mora-CortesMarc M Van Hulle
Dec 19, 2013·Computational and Mathematical Methods in Medicine·Rui ZhangDezhong Yao
Dec 26, 2013·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Min Hye ChangKwang Suk Park
Jun 2, 2014·Computers in Biology and Medicine·Byung Hyung KimSungho Jo
Apr 4, 2014·Computer Methods and Programs in Biomedicine·Enrique HortalJosé M Azorín
Oct 1, 2011·Journal of Clinical Monitoring and Computing·Meenakshi MishraPaul J Camarata
Oct 1, 2014·Sensors·Daniel PlanellesJosé M Azorín
Nov 23, 2013·Neurosurgery Clinics of North America·Adam O HebbNader Pouratian
Mar 5, 2013·Computer Methods and Programs in Biomedicine·Andrés UbedaCarlos Perez-Vidal
Aug 17, 2011·Journal of Physiology, Paris·Bertrand RivetJérémie Mattout
Oct 17, 2015·Australasian Physical & Engineering Sciences in Medicine·Ali KhaleghiMahdi Moeini
Oct 1, 2010·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Shiro IkegamiKenji Kansaku
Mar 30, 2010·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Ou BaiMary Kay Floeter
Jun 16, 2009·Computer Methods and Programs in Biomedicine·David Gutiérrez, Diana I Escalona-Vargas
Aug 6, 2014·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Dennis J McFarland
Apr 7, 2016·Computational Intelligence and Neuroscience·Ignas Martišius, Robertas Damaševičius
Dec 9, 2014·IEEE Journal of Biomedical and Health Informatics·Vojkan MihajlovicJulien Penders
May 28, 2013·IEEE Transactions on Bio-medical Engineering·John W KellyWei Wang
Apr 25, 2014·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Martin SpülerMartin Bogdan
May 16, 2013·IEEE Transactions on Bio-medical Engineering·Domen NovakRobert Riener
Mar 25, 2014·IEEE Transactions on Bio-medical Engineering·Yohei TomitaAndrzej Cichocki
Apr 25, 2014·IEEE Transactions on Bio-medical Engineering·Shangkai GaoBo Hong
Mar 25, 2014·IEEE Transactions on Bio-medical Engineering·Vasileios G KanasNathan E Crone
Mar 21, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Heung-Il Suk, Seong-Whan Lee
May 9, 2014·IEEE Transactions on Neural Networks and Learning Systems·Haihong ZhangCuntai Guan
Jan 15, 2010·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Hubert Cecotti
Apr 12, 2008·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Haixian Wang, Wenming Zheng
Aug 22, 2008·IEEE Transactions on Bio-medical Engineering·Wei WuShangkai Gao

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