Sensor Modalities for Brain-Computer Interface Technology: A Comprehensive Literature Review

Neurosurgery
Michael L MartiniKurt Yaeger

Abstract

Brain-computer interface (BCI) technology is rapidly developing and changing the paradigm of neurorestoration by linking cortical activity with control of an external effector to provide patients with tangible improvements in their ability to interact with the environment. The sensor component of a BCI circuit dictates the resolution of brain pattern recognition and therefore plays an integral role in the technology. Several sensor modalities are currently in use for BCI applications and are broadly either electrode-based or functional neuroimaging-based. Sensors vary in their inherent spatial and temporal resolutions, as well as in practical aspects such as invasiveness, portability, and maintenance. Hybrid BCI systems with multimodal sensory inputs represent a promising development in the field allowing for complimentary function. Artificial intelligence and deep learning algorithms have been applied to BCI systems to achieve faster and more accurate classifications of sensory input and improve user performance in various tasks. Neurofeedback is an important advancement in the field that has been implemented in several types of BCI systems by showing users a real-time display of their recorded brain activity during a task to ...Continue Reading

References

Mar 1, 1977·Journal of Biomedical Materials Research·G E LoebB W Konigsmark
Mar 1, 1997·Electroencephalography and Clinical Neurophysiology·E M MaynardR A Normann
Jul 13, 2001·Nature·N K LogothetisA Oeltermann
Oct 12, 2004·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Philip R KennedyAdon Mallory
Jun 1, 2005·Brain Research. Cognitive Brain Research·Imre SzirmaiAnita Kamondi
Sep 30, 2005·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Jörn RickertCarsten Mehring
Jul 28, 2006·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Jing Liu, William T Newsome
Jan 31, 2007·IEEE Transactions on Bio-medical Engineering·C FonsecaA Martins da Silva
Apr 29, 2008·Biomaterials·David F Williams
Jan 17, 2009·Neuron·Steffen KatznerMatteo Carandini
Apr 8, 2009·NeuroImage·Takufumi YanagisawaToshiki Yoshimine
Jul 3, 2009·Neurosurgical Focus·Stephen I Ryu, Krishna V Shenoy
Apr 20, 2010·Journal of Neuroscience Methods·László GrandIstván Ulbert
Sep 30, 2010·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Rupert OrtnerGert Pfurtscheller
Aug 16, 2011·NeuroImage·Siamac FazliBenjamin Blankertz
Oct 27, 2011·Journal of Neural Engineering·Imran Khan NiaziDario Farina
Mar 23, 2012·Sensors·Luis Fernando Nicolas-Alonso, Jaime Gomez-Gil
Jan 17, 2013·Brain Topography·Walter Glannon
Mar 12, 2013·IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control·Emilie MaceMickael Tanter
Jul 19, 2013·Annual Review of Biomedical Engineering·Mark L HomerLeigh R Hochberg
Jul 31, 2013·Biomaterials·Lohitash KarumbaiahRavi V Bellamkonda
Nov 13, 2013·Journal of Neural Engineering·James C BarreseJohn P Donoghue
Mar 13, 2014·Journal of Neural Engineering·Benjamin A TeplitzkyMatthew D Johnson
Oct 10, 2014·Child's Nervous System : ChNS : Official Journal of the International Society for Pediatric Neurosurgery·G DorfmüllerD Taussig
Dec 30, 2014·ACS Chemical Neuroscience·Takashi D Y KozaiX Tracy Cui
Mar 17, 2015·Proceedings of the National Academy of Sciences of the United States of America·James J S NortonJohn A Rogers
May 17, 2015·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Borís BurleFranck Vidal

❮ Previous
Next ❯

Citations

Jan 11, 2020·Frontiers in Neuroscience·Jean-Marc FellousMichele Ferrante
Jan 7, 2021·Brain Sciences·Aleksandra Kawala-SterniukEdward Jacek Gorzelanczyk
Jun 3, 2021·Biomedicines·Myeong Seong BakSun Kwang Kim

❮ Previous
Next ❯

Related Concepts

Related Feeds

Brain-Computer Interface

A brain-computer interface, also known as a brain-machine interface, is a bi-directional communication pathway between an external device and a wired brain. Here is the latest research on this topic.

Related Papers

Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society
Alexander S J BentleyLester R John
Frontiers in Neuroinformatics
Marc CavazzaFred Charles
Progress in Brain Research
D J McFarland, T M Vaughan
© 2021 Meta ULC. All rights reserved