Classification of binary intentions for individuals with impaired oculomotor function: 'Eyes-closed' SSVEP-based brain-computer interface (BCI)

Journal of Neural Engineering

Volumn 10, Issue 2, 2013, Pages

  Lim, Jeong Hwan ^a   Hwang, Han Jeong ^a   Han, Chang Hee ^a   Jung, Ki Young ^b   Im, Chang Hwan ^a  

^a Hanyang University   (South Korea)

^b Korea University College of Medicine   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

AMYOTROPHIC LATERAL SCLEROSIS; AVERAGE INFORMATION; CLASSIFICATION ACCURACY; DIFFERENT FREQUENCY; DISABLED INDIVIDUALS; NEUROMUSCULAR DISEASE; STEADY-STATE VISUAL EVOKED POTENTIALS; VISUAL SELECTIVE ATTENTIONS;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; LIGHT EMITTING DIODES; NEUROPHYSIOLOGY;

BRAIN COMPUTER INTERFACE;

ACCURACY; ADULT; AMYOTROPHIC LATERAL SCLEROSIS; ARTICLE; BRAIN COMPUTER INTERFACE; CLINICAL CLASSIFICATION; DISEASE SEVERITY; ELECTROENCEPHALOGRAPHY; EVOKED VISUAL RESPONSE; EYELID; FEMALE; HUMAN; HUMAN EXPERIMENT; LIGHT EMITTING DIODE; MALE; NORMAL HUMAN; OCULOMOTOR SYSTEM; PRIORITY JOURNAL; STEADY STATE VISUAL EVOKED POTENTIAL; STIMULUS RESPONSE; VISUAL STIMULATION;

ADULT; AMYOTROPHIC LATERAL SCLEROSIS; BRAIN-COMPUTER INTERFACES; COMPUTER SYSTEMS; DATA INTERPRETATION, STATISTICAL; DISABLED PERSONS; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS, SOMATOSENSORY; EYE MOVEMENTS; FEMALE; FUNCTIONAL LATERALITY; HUMANS; MALE; OPHTHALMOPLEGIA; PHOTIC STIMULATION; YOUNG ADULT;

EID: 84875833231     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/10/2/026021     Document Type: Article

References (37)

1. Allison B Z, McFarland D J, Schalk G, Zheng S D, Jackson M M and Wolpaw J R 2008 Towards an independent brain-computer interface using steady state visual evoked potentials Clin. Neurophysiol. 119 399-408
2. Averbuch-Heller L, Helmchen C, Horn A K E, Leigh R J and Büttner-Ennever J A 1998 Slow vertical saccades in motor neuron disease: correlation of structure and function Ann. Neurol. 44 641-8
3. Bakardjian H, Tanaka T and Cichocki A 2010 Optimization of SSVEP brain responses with application to eight-command brain-computer interface Neurosci. Lett. 469 34-8
4. Balaratnam M S, Leschziner G D, Seemungal B M, Bronstein A M and Guiloff R J 2010 Amyotrophic lateral sclerosis and ocular flutter Amyotroph. Lateral Scler. 11 331-4
5. Bin G Y, Gao X R, Yan Z, Hong B and Gao S K 2009 An online multi-channel SSVEP-based brain-computer interface using a canonical correlation analysis method J. Neural Eng. 6 046002
6. Birbaumer N, Ghanayim N, Hinterberger T, Iversen I, Kotchoubey B, Kübler A, Perelmouter J, Taub E and Flor H 1999 A spelling device for the paralysed Nature 398 297-8
7. Calhoun G L and McMillan G R 1996 EEG-based control for human-computer interaction Proc. 3rd Symp. on Human Interaction with Complex Systems (Dayton, OH,) pp 4-9
8. Cecotti H 2010 A self-paced and calibration-less SSVEP-based brain-computer interface speller IEEE Trans. Neural Syst. Rehabil. Eng. 18 127-33
9. Cheng M, Gao X R, Gao S G and Xu D F 2002 Design and implementation of a brain-computer interface with high transfer rates IEEE Trans. Biomed. Eng. 49 1181-6
10. Collura T F 2002 Application of repetitive visual stimulation to EEG neurofeedback protocols J. Neurotherapy 6 47-70
11. Donaghy C, Thurtell M J, Pioro E P, Gibson J M and Leigh R J 2011 Eye movements in amyotrophic lateral sclerosis and its mimics: a review with illustrative cases J. Neurol. Neurosurg. Psychiatry 82 110-6
12. Erla S, Faes L, Tranquillini E, Orrico D and Nollo G 2011 K-nearest neighbour local linear prediction of scalp EEG activity during intermittent photic stimulation Med. Eng. Phys. 33 504-12
13. Faller J, Müller-Putz G, Schmalstieg D and Pfurtscheller G 2010 An application framework for controlling an avatar in a desktop-based virtual environment via a software SSVEP brain-computer interface Presence: Teleoperators Virtual Environ. 19 25-34
14. Gao X, Xu D, Cheng M and Gao S 2003 A BCI-based environmental controller for the motion-disabled IEEE Trans. Neural Syst. Rehabil. Eng. 11 137-40
15. Hwang H J, Lim J H, Jung Y J, Choi H, Lee S W and Im C H 2012 Development of an SSVEP-based BCI spelling system adopting a QWERTY-style LED keyboard J. Neurosci. Methods 208 59-65
16. Kelly S P, Lalor E C, Finucane C, McDarby G and Reilly R B 2005 Visual spatial attention control in an independent brain-computer interface IEEE Trans. Biomed. Eng. 52 1588-96
17. Kim D W, Hwang H J, Lim J H, Lee Y H, Jung K Y and Im C H 2011 Classification of selective attention to auditory stimuli: toward vision-free brain-computer interfacing J. Neurosci. Methods 197 180-5
18. Kim D W, Lee J C, Park Y M, Kim I Y and Im C H 2012 Auditory brain-computer interfaces (BCIs) and their practical applications Biomed. Eng. Lett. 2 13-7
19. Lalor E C, Kelly S P, Finucane C, Burke R, Smith R, Reilly R B and McDarby G 2005 Steady-state VEP-based brain-computer interface control in an immersive 3D gaming Environ. Eurasip J. Appl. Signal Proc. 2005 3156-64
20. Lin Z L, Zhang C S, Wu W and Gao X R 2006 Frequency recognition based on canonical correlation analysis for SSVEP-based BCIs IEEE Trans. Biomed. Eng. 53 2610-14
21. Müller-Putz G R and Pfurtscheller G 2008 Control of an electrical prosthesis with an SSVEP-based BCI IEEE Trans. Biomed. Eng. 55 361-4
22. Müller-Putz G R, Scherer R, Brauneis C and Pfurtscheller G 2005 Steady-state visual evoked potential (SSVEP)-based communication: impact of harmonic frequency components J. Neural Eng. 2 123-30
23. Müller-Putz G R, Scherer R, Neuper C and Pfurtscheller G 2006 Steady-state somatosensory evoked potentials: suitable brain signals for brain-computer interfaces? IEEE Trans. Neural Syst. Rehabil. Eng. 14 30-7
24. Middendorf M, McMillan G, Calhoun G and Jones K S 2000 Brain-computer interfaces based on the steady-state visual-evoked response IEEE Trans. Rehabil. Eng. 8 211-4
25. Okuda B, Yamamoto T, Yamasaki M, Maya K and Imai T 1992 Motor neuron disease with slow eye movements and vertical gaze palsy Acta Neurol. Scand. 85 71-6
26. Pan J, Gao X R, Duan F, Yan Z and Gao S K 2011 Enhancing the classification accuracy of steady-state visual evoked potential-based brain-computer interfaces using phase constrained canonical correlation analysis J. Neural Eng. 8 036027
27. Panicker R C, Puthusserypady S and Ying S 2011 An asynchronous P300 BCI with SSVEP-based control state detection IEEE Trans. Biomed. Eng. 58 1781-8
28. Pfurtscheller G, Neuper C, Schlogl A and Lugger K 1998 Separability of EEG signals recorded during right and left motor imagery using adaptive autoregressive parameters IEEE Trans. Rehabil. Eng. 6 316-25
29. Pinto S and de Carvalho M 2008 Amyotrophic lateral sclerosis patients and ocular ptosis Clin. Neurol. Neurosurg. 110 168-70
30. Schreuder M, Blankertz B and Tangermann M 2010 A new auditory multi-class brain-computer interface paradigm: spatial hearing as an informative cue PLoS ONE 5 e9813
31. Schreuder M, Rost T and Tangermann M 2011 Listen, you are writing! Speeding up online spelling with a dynamic auditory BCI Front. Neurosci. 5 112
32. Sharma R, Hicks S, Berna C M, Kennard C, Talbot K and Turner M R 2011 Oculomotor dysfunction in amyotrophic lateral sclerosis: a comprehensive review Arch. Neurol. 68 857-61
33. Strigaro G, Prandi P, Varrasi C, Monaco F and Cantello R 2012 Defective visual inhibition in photosensitive idiopathic generalized epilepsy Epilepsia 53 695-704
34. Vidaurre C, Schlöogl A, Cabeza R, Scherer R and Pfurtscheller G 2006 A fully on-line adaptive BCI IEEE Trans. Biomed. Eng. 53 1214-9
35. Volosyak I 2011 SSVEP-based Bremen-BCI interface - boosting information transfer rates J. Neural Eng. 8 036020
36. Wolpaw J R, Birbaumer N, McFarland D J, Pfurtscheller G and Vaughan T M 2002 Brain-computer interfaces for communication and control Clin. Neurophysiol. 113 767-91
37. Zhang D, Maye A, Gao X, Hong B, Engel A K and Gao S 2010 An independent brain-computer interface using covert non-spatial visual selective attention J. Neural Eng. 7 016010