PMID: 8945865Sep 1, 1996Paper

Graz brain-computer interface II: towards communication between humans and computers based on online classification of three different EEG patterns

Medical & Biological Engineering & Computing
J KalcherG Pfurtscheller

Abstract

The paper describes work on the brain--computer interface (BCI). The BCI is designed to help patients with severe motor impairment (e.g. amyotropic lateral sclerosis) to communicate with their environment through wilful modification of their EEG. To establish such a communication channel, two major prerequisites have to be fulfilled: features that reliably describe several distinctive brain states have to be available, and these features must be classified on-line, i.e. on a single-trial basis. The prototype Graz BCI II, which is based on the distinction of three different types of EEG pattern, is described, and results of online and offline classification performance of four subjects are reported. The online results suggest that, in the best case, a classification accuracy of about 60% is reached after only three training sessions. The online results show how selection of specific frequency bands influences the classification performance in single-trial data.

References

Jun 1, 1977·Electroencephalography and Clinical Neurophysiology·G Pfurtscheller, A Aranibar
Dec 1, 1992·Biomedizinische Technik. Biomedical Engineering·D FlotzingerG Pfurtscheller
Apr 1, 1992·Electroencephalography and Clinical Neurophysiology·G PfurtschellerM Peltoranta
Jul 1, 1992·Electroencephalography and Clinical Neurophysiology·G Pfurtscheller
Mar 1, 1991·Electroencephalography and Clinical Neurophysiology·J R WolpawC A Forneris
Dec 1, 1988·Electroencephalography and Clinical Neurophysiology·L A Farwell, E Donchin
Mar 1, 1989·Electroencephalography and Clinical Neurophysiology·G Pfurtscheller, A Berghold
Jun 1, 1994·Electroencephalography and Clinical Neurophysiology·J R Wolpaw, D J McFarland
Jun 1, 1994·Electroencephalography and Clinical Neurophysiology·G PfurtschellerC Neuper
Dec 1, 1994·Electroencephalography and Clinical Neurophysiology·W KlimeschJ Schwaiger
Sep 1, 1994·Medical & Biological Engineering & Computing·D FlotzingerW Mohl
Jun 6, 1994·Neuroscience Letters·G Pfurtscheller, C Neuper
Jan 1, 1990·IEEE Engineering in Medicine and Biology Magazine : the Quarterly Magazine of the Engineering in Medicine & Biology Society·A HiraiwaY Tokunaga

❮ Previous
Next ❯

Citations

Jun 1, 2000·Medical & Biological Engineering & Computing·T MüllerJ Timmer
Sep 25, 1998·Medical & Biological Engineering & Computing·K LuggerG Pfurtscheller
Nov 23, 2006·Annals of Biomedical Engineering·S G MasonG E Birch
Jan 3, 2012·Medical & Biological Engineering & Computing·Alex KreilingerGernot R Müller-Putz
Nov 1, 1996·Electroencephalography and Clinical Neurophysiology·G PfurtschellerM Pregenzer
Apr 18, 1998·Electroencephalography and Clinical Neurophysiology·G PfurtschellerM Pregenzer
Sep 18, 1998·Neuroscience Letters·A KueblerN Birbaumer
Jul 25, 2000·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·J Müller-GerkingH Flyvbjerg
Nov 25, 2000·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·G SchalkG Pfurtscheller
Apr 23, 2003·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·C NeuperG Pfurtscheller
Jul 10, 1999·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·J Müller-GerkingH Flyvbjerg
Jun 8, 2001·Psychological Bulletin·A KüblerN Birbaumer
Oct 15, 2013·Journal of Neuroengineering and Rehabilitation·Weibo YiDong Ming
Nov 24, 2011·PloS One·Patrik AnderssonNick F Ramsey
Apr 9, 1999·Biomedizinische Technik. Biomedical Engineering·C GugerG Pfurtscheller
Jul 31, 1999·Biomedizinische Technik. Biomedical Engineering·B ObermaierG Pfurtscheller
Jul 3, 2007·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Luigi BianchiMaria Grazia Marciani
Dec 28, 1999·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·M Pregenzer, G Pfurtscheller
Aug 6, 2003·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Jessica D Bayliss
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·S MakeigT J Sejnowski
Sep 20, 2001·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·B ObermaierG Pfurtscheller
Aug 3, 2001·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·C GugerG Pfurtscheller
Mar 10, 2001·IEEE Transactions on Bio-medical Engineering·B O PetersH Flyvbjerg
Feb 24, 2001·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·C GugerG Pfurtscheller
Apr 16, 1998·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·D J McFarlandJ R Wolpaw
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·G PfurtschellerM Pregenzer
Jul 15, 2000·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·J R WolpawT M Vaughan
Nov 4, 2000·IEEE Transactions on Bio-medical Engineering·S G Mason, G E Birch
Feb 5, 2008·IEEE Transactions on Neural Networks·J Del R MillanF Babiloni
May 18, 2013·Neuroscience and Biobehavioral Reviews·Amabilis H Harrison, John F Connolly
Feb 16, 2010·Journal of Neuroscience Methods·Clemens BrunnerChrista Neuper
Aug 10, 2016·Journal of Neuroengineering and Rehabilitation·Athanasios Vourvopoulos, Sergi Bermúdez I Badia
Apr 13, 2013·International Journal of Neural Systems·Gernot R Müller-PutzPetar Horki
Apr 6, 2007·Journal of Neural Engineering·F LotteB Arnaldi
Sep 12, 2015·Scientific Reports·Iñaki IturrateJosé del R Millán
Jun 21, 2012·Journal of Neural Engineering·Tomislav MilekovicCarsten Mehring
Aug 30, 2013·Journal of Neural Engineering·Christian Andreas Kothe, Scott Makeig
Sep 9, 1999·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·C NeuperG Pfurtscheller
Jul 27, 2012·Journal of Neural Engineering·Patrik AnderssonJosien P W Pluim
Jul 28, 2018·Computational Intelligence and Neuroscience·Shan GuanFuwang Wang
Jun 1, 1997·Biomedizinische Technik. Biomedical Engineering·A SchlöglG Pfurtscheller

❮ Previous
Next ❯

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

Electroencephalography and Clinical Neurophysiology
Jonathan R Wolpaw, Dennis J McFarland
IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society
G PfurtschellerK Lugger
Medical & Biological Engineering & Computing
M Peltoranta, G Pfurtscheller
© 2021 Meta ULC. All rights reserved