An MEG-based brain-computer interface (BCI)

NeuroImage

Volumn 36, Issue 3, 2007, Pages 581-593

  Mellinger, Jürgen ^a   Schalk, Gerwin ^b,c   Braun, Christoph ^a   Preissl, Hubert ^a,e   Rosenstiel, Wolfgang ^a   Birbaumer, Niels ^a,d   Kübler, Andrea ^a  

^a UNIVERSITY OF TÜBINGEN   (Germany)

^b NEW YORK STATE DEPARTMENT OF HEALTH   (United States)

^c RENSSELAER POLYTECHNIC INSTITUTE   (United States)

^d UNIVERSITY OF TRENTO   (Italy)

^e UNIVERSITY OF ARKANSAS FOR MEDICAL SCIENCES   (United States)

Author keywords

Brain computer interface; Magnetoencephalography; Real time feedback; Source localization; rhythm

Indexed keywords

ARTICLE; ARTIFACT REDUCTION; BRAIN COMPUTER INTERFACE; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; FEMALE; HUMAN; HUMAN EXPERIMENT; IMAGE QUALITY; LEARNING; MAGNETOENCEPHALOGRAPHY; MALE; NORMAL HUMAN; PRIORITY JOURNAL; SENSORIMOTOR FUNCTION;

EID: 34250360319     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2007.03.019     Document Type: Article

References (36)

1. Bradshaw L.A., Wijesinghe R.S., and Wikswo J.P.J. Spatial filter approach for comparison of the forward and inverse problems of electroencephalography and magnetoencephalography. Ann. Biomed. Eng. 29 3 (2001) 214-226
2. Cardoso J., and Soloumiac A. Blind beamforming for non-gaussian signals. IEE Proc. F 140 46 (1993) 362-370
3. Coyle S., Ward T., Markham C., and McDarby G. On the suitability of near-infrared (NIR) systems for next-generation brain-computer interfaces. Physiol. Meas. 25 4 (2004) 815-822
4. Gastaut H. Étude électrocorticographique de la réactivité des rhythmes rolandiques. Rev. Neurol. 87 (1952) 176-182
5. Georgopoulos A.P., Langheim F.J.P., Leuthold A.C., and Merkle A.N. Magnetoencephalographic signals predict movement trajectory in space. Exp. Brain Res. 167 1 (2005) 132-135
6. Gross J., and Ioannides A.A. Linear transformations of data space in MEG. Phys. Med. Biol. 44 8 (1999) 2081-2097
7. Guger C., Edlinger G., Harkam W., Niedermayer I., and Pfurtscheller G. How many people are able to operate an EEG-based brain-computer interface (BCI)?. IEEE Trans. Neural Syst. Rehabil. Eng. 11 2 (2003) 145-147
8. Hämäläinen M., Hari R., Ilmoniemi R.J., Knuutila J., and Lounasmaa O.V. Magnetoencephalography: theory, instrumentation, and applications to noninvasive studies of the working human brain. Rev. Mod. Phys. 65 2 (1993) 413-497
9. Hill, N., Lal, T., Schröder, M., Hinterberger, T., Widman, G., Elger, C., Birbaumer, N., Schölkopf, B., in press. Classifying event-related desynchronization in EEG, ECoG and MEG signals. In: Dornhege, G., Millán, J., Hinterberger, T., McFarland, D., Müller, K (Eds.), Brain-Computer Interfaces. MIT Press, Utah.
10. Jerbi K., Baillet S., Mosher J.C., Nolte G., Garnero L., and Leahy R.M. Localization of realistic cortical activity in MEG using current multipoles. NeuroImage 22 2 (2004) 779-793
11. Kaiser J., Walker F., Leiberg S., and Lutzenberger W. Cortical oscillatory activity during spatial echoic memory. Eur. J. Neurosci. 21 (2005) 587-590
12. Kauhanen L., Nykopp T., Lehtonen J., Jylanki P., Heikkonen J., Rantanen P., Alaranta H., and Sams M. EEG and MEG brain-computer interface for tetraplegic patients. IEEE Trans. Neural Syst. Rehabil. Eng. 14 2 (2006) 190-193
13. Koles Z.J. The quantitative extraction and topographic mapping of the abnormal components in the clinical EEG. Electroencephalogr. Clin. Neurophysiol. 79 6 (1991) 440-447
14. Kübler A., Nijboer F., Mellinger J., Vaughan T., Pawelzik H., Schalk G., McFarland D., Birbaumer N., and Wolpaw J. Patients with ALS can learn to operate a sensorimotor-rhythm based brain computer interface (BCI). Neurology 64 (2005) 1775-1777
15. Lal T., Schröder M., Hill J., Preissl H., Hinterberger T., Mellinger J., Bogdan M., Rosenstiel W., Hofmann T., Birbaumer N., and Schölkopf B. A brain computer interface with online feedback based on magnetoencephalography. In: De Raedt L., and Wrobel S. (Eds). Proceedings of the 22nd International Conference on Machine Learning (2005) 465-472
16. Leuthardt E., Schalk G., Wolpaw J., Ojemann J., and Moran D. A brain-computer interface using electrocorticographic signals in humans. J. Neural. Eng. 1 (2004) 63-71
17. Liljeström M., Kujala J., Jensen O., and Salmelin R. Neuromagnetic localization of rhythmic activity in the human brain: a comparison of three methods. NeuroImage 25 3 (2005) 734-745
18. Marple S. Digital Spectral Analysis with Applications (1987), Prentice-Hall, Englewood Cliffs, NJ
19. McFarland D., Lefkowicz T., and Wolpaw J. Design and operation of an EEG-based brain-computer interface (BCI) with digital signal processing technology. Behav. Res. Methods Instrum. Comput. 29 (1997) 337-345
20. McFarland D., McCane L., David S., and Wolpaw J. Spatial filter selection for EEG-based communication. Electroencephalogr. Clin. Neurophysiol. 103 3 (1997) 386-394
21. McFarland D., Miner L., Vaughan T., and Wolpaw J. Mu and beta rhythm topographies during motor imagery and actual movements. Brain Topogr. 12 3 (2000) 177-186
22. McFarland D., Sarnacki W., Vaughan T., and Wolpaw J. Brain-computer interface (BCI) operation: signal and noise during early training sessions. Clin. Neurophysiol. 116 (2005) 56-62
23. Mulholland T., Boudrot R., and Davidson A. Feedback delay and amplitude threshold and control of the occipital EEG. Biofeedback Self-Regul. 4 2 (1979) 93-102
24. Pfurtscheller G. EEG event-related desynchronization (ERD) and event-related synchronization (ERS). In: Niedermeyer E., and Lopes da Silva F. (Eds). Electroencephalography: Basic Principles, Clinical Applications and Related Fields. 4th edition (1999), Williams and Wilkins, Baltimore, MD 958-967
25. Pfurtscheller G., Guger C., Müller G., Krausz G., and Neuper C. Brain oscillations control hand orthosis in a tetraplegic. Neurosci. Lett. 292 3 (2000) 211-214
26. Pfurtscheller G., Müller G., Pfurtscheller J., Gerner H., and Rupp R. 'Thought' control of functional electrical stimulation to restore hand grasp in a patient with tetraplegia. Neurosci. Lett. 351 1 (2003) 33-36
27. Rencher A. Multivariate Statistical Inference and Applications (1998), Wiley and Sons, New York
28. Rockstroh B., Elbert T., Birbaumer N., and Lutzenberger W. Biofeedback-produced hemispheric asymmetry of slow cortical potentials and its behavioural effects. Int. J. Psychophysiol. 9 2 (1990) 151-165
29. Salmelin R., and Hari R. Spatiotemporal characteristics of sensorimotor neuromagnetic rhythms related to thumb movement. Neuroscience 60 2 (1994) 537-550
30. Salmelin R., Jousmäki V., Salenius S., Schnitzler A., and Hari R. Modulation of human cortical rolandic rhythms during natural sensorimotor tasks. NeuroImage 5 3 (1997) 221-228
31. Schalk G., McFarland D., Hinterberger T., Birbaumer N., and Wolpaw J. BCI2000: a general-purpose brain-computer interface (BCI) system. IEEE Trans. Biomed. Eng. 51 (2004) 1034-1043
32. Vaughan T., Miner L., McFarland D., and Wolpaw J. EEG-based communication: analysis of concurrent EMG activity. Electroencephalogr. Clin. Neurophysiol. 107 (1998) 428-433
33. Weiskopf N., Veit R., Erb M., Mathiak K., Grodd W., Göbel R., and Birbaumer N. Physiological self-regulation of regional brain activity using real-time functional magnetic resonance imaging (fMRI): methodology and exemplary data. NeuroImage 19 3 (2003) 577-586
34. Wolpaw J., and McFarland D. Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proc. Natl. Acad. Sci. 101 (2004) 17849-17854
35. Wolpaw J., McFarland D., and Vaughan T. Brain-computer interface research at the Wadsworth Center. IEEE Trans. Rehabil. Eng. 8 2 (2000) 222-226
36. Wolpaw J., Birbaumer N., McFarland D., Pfurtscheller G., and Vaughan T. Brain-computer interfaces for communication and control. Electroencephalogr. Clin. Neurophysiol. 113 6 (2002) 767-791