Abstract
BCI2000 is a general-purpose system for brain–computer interface (BCI) research. It can also be used for data acquisition, stimulus presentation, and brain monitoring applications [18,27]. The mission of the BCI2000 project is to facilitate research and applications in these areas. BCI2000 has been in development since 2000 in a collaboration between the Wadsworth Center of the New York State Department of Health in Albany, New York, and the Institute of Medical Psychology and Behavioral Neurobiology at the University of Tübingen, Germany. Many other individuals at different institutions world-wide have contributed to this project.
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We have comprehensively tested BCI2000 on Windows NT, Windows 2000, and Windows XP. While BCI2000 functions well under Windows Vista, Vista’s timing performance, in particular with regards to audio and video output, is reduced compared to Windows XP.
References
B.Z. Allison, D.J. McFarland, G. Schalk, S.D. Zheng, M.M. Jackson, and J.R. Wolpaw, Towards an independent brain-computer interface using steady state visual evoked potentials. Clin Neurophysiol, 119(2), 399–408, Feb (2008).
C.J. Bell, P. Shenoy, R. Chalodhorn, and R.P. Rao, Control of a humanoid robot by a noninvasive brain-computer interface in humans. J Neural Eng, 5(2), 214–220, Jun (2008).
P. Brunner, A.L. Ritaccio, T.M. Lynch, J.F. Emrich, J.A. Wilson, J.C. Williams, E.J. Aarnoutse, N.F. Ramsey, E.C. Leuthardt, H. Bischof, and G Schalk. A practical procedure for real-time functional mapping of eloquent cortex using electrocorticographic signals in humans. Epilepsy Behav, 15(3), 278–286, July (2009).
E. Buch, C. Weber, L.G. Cohen, C. Braun, M.A. Dimyan, T. Ard, J. Mellinger, A. Caria, S. Soekadar, A. Fourkas, and N. Birbaumer, Think to move: A neuromagnetic brain-computer interface (BCI) system for chronic stroke. Stroke, 39(3), 910–917, Mar (2008).
A.F. Cabrera and K. Dremstrup, Auditory and spatial navigation imagery in brain-computer interface using optimized wavelets. J Neurosci Methods, 174(1), 135–146, Sep (2008).
F. Cincotti, D. Mattia, F. Aloise, S. Bufalari, L. Astolfi, F. De Vico Fallani, A. Tocci, L. Bianchi, M.G. Marciani, S. Gao, J. Millan, and F. Babiloni, High-resolution EEG techniques for brain-computer interface applications. J Neurosci Methods, 167(1), 31–42, Jan (2008).
F. Cincotti, D. Mattia, F. Aloise, S. Bufalari, G. Schalk, G. Oriolo, A. Cherubini, M.G. Marciani, and F. Babiloni, Non-invasive brain-computer interface system: towards its application as assistive technology. Brain Res Bull, 75(6), 796–803, Apr. (2008).
A. Delorme and S. Makeig, EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods, 134(1), 9–21, (2004).
E.A. Felton, J.A. Wilson, J.C. Williams, and P.C. Garell, Electrocorticographically controlled brain-computer interfaces using motor and sensory imagery in patients with temporary subdural electrode implants. report of four cases. J Neurosurg, 106(3), 495–500, Mar (2007).
B. Kemp, A. Värri, A.C. Rosa, K.D. Nielsen, and J. Gade, A simple format for exchange of digitized polygraphic recordings. Electroenceph Clin Neurophysiol, 82, 391–393, (1992).
A. Kübler, F. Nijboer, J. Mellinger, T.M. Vaughan, H. Pawelzik, G. Schalk, D.J. McFarland, N. Birbaumer, and J. R. Wolpaw, Patients with ALS can use sensorimotor rhythms to operate a brain-computer interface. Neurology, 64(10), 1775–1777, May (2005).
E.C. Leuthardt, K. Miller, N.R. Anderson, G. Schalk, J. Dowling, J. Miller, D.W. Moran, and J.G. Ojemann, Electrocorticographic frequency alteration mapping: a clinical technique for mapping the motor cortex. Neurosurgery, 60(4 Suppl 2), 260–270, Apr (2007).
E.C. Leuthardt, K.J. Miller, G. Schalk, R.P. Rao, and J.G. Ojemann, Electrocorticography-based brain computer interface–the Seattle experience. IEEE Trans Neural Syst Rehabil Eng, 14(2), 194–198, Jun (2006).
E.C. Leuthardt, G. Schalk, J.R. Wolpaw, J.G. Ojemann, and D.W. Moran, A brain-computer interface using electrocorticographic signals in humans. J Neural Eng, 1(2), 63–71, Jun (2004).
S.G. Mason and G.E. Birch, A general framework for brain-computer interface design. IEEE Trans Neur Syst Rehabil Eng, 11(1), 70–85, (2003).
D.J. McFarland, D.J. Krusienski, W.A. Sarnacki, and J.R. Wolpaw, Emulation of computer mouse control with a noninvasive brain-computer interface. J Neural Eng, 5(2), 101–110, Mar (2008).
D.J. McFarland, W.A. Sarnacki, and J.R. Wolpaw, Electroencephalographic (EEG) control of three-dimensional movement. J Neural Eng, 7(3), 036007, June (2010).
J. Mellinger and G. Schalk, BCI2000: A general-purpose software platform for BCI. In: G. Dornhege, J.d.R. Millan, T. Hinterberger, D.J. McFarland, and K.R. Müller, (Eds), Toward brain-computer interfacing, MIT Press, Cambridge, MA, (2007).
J. Mellinger, G. Schalk, C. Braun, H. Preissl, W. Rosenstiel, N. Birbaumer, and A. Kübler. An MEG-based brain-computer interface (BCI). Neuroimage, 36(3), 581–593, Jul (2007).
K.J. Miller, M. denNijs, P. Shenoy, J.W. Miller, R.P. Rao, and J.G. Ojemann, Real-time functional brain mapping using electrocorticography. Neuroimage, 37(2), 504–507, Aug (2007).
K.J. Miller, E.C. Leuthardt, G. Schalk, R.P. Rao, N.R. Anderson, D.W. Moran, J.W. Miller, and J.G. Ojemann, Spectral changes in cortical surface potentials during motor movement. J Neurosci, 27(9), 2424–2432, Feb (2007).
F. Nijboer, E.W. Sellers, J. Mellinger, M.A. Jordan, T. Matuz, A. Furdea, S. Halder, U. Mochty, D.J. Krusienski, T.M. Vaughan, J.R. Wolpaw, N. Birbaumer, and A. Kübler, A P300-based brain-computer interface for people with amyotrophic lateral sclerosis. Clin Neurophysiol, 119(8), 1909–1916, Aug (2008).
A.S. Royer and B. He., Goal selection versus process control in a brain-computer interface based on sensorimotor rhythms. J Neural Eng, 6(1), 16005–16005, Feb (2009).
G. Schalk, P. Brunner, L.A. Gerhardt, H. Bischof, and J.R. Wolpaw, Brain-computer interfaces (bcis): detection instead of classification. J Neurosci Methods, 167(1), 51–62, Jan (2008).
G. Schalk, J. Kubánek, K.J. Miller, N.R. Anderson, E.C. Leuthardt, J.G. Ojemann, D. Limbrick, D. Moran, L.A. Gerhardt, and J.R. Wolpaw, Decoding two-dimensional movement trajectories using electrocorticographic signals in humans. J Neural Eng, 4(3), 264–275, Sep (2007).
G. Schalk, E.C. Leuthardt, P. Brunner, J.G. Ojemann, L.A. Gerhardt, and J.R. Wolpaw, Real-time detection of event-related brain activity. Neuroimage, 43(2), 245–249, Nov (2008).
G. Schalk, D.J. McFarland, T. Hinterberger, N. Birbaumer, and J.R. Wolpaw, BCI2000: A general-purpose brain-computer interface (BCI) system. IEEE Trans Biomed Eng, 51, 1034–1043, (2004).
G. Schalk, K.J. Miller, N.R. Anderson, J.A. Wilson, M.D. Smyth, J.G. Ojemann, D.W. Moran, J.R. Wolpaw, and E.C. Leuthardt, Two-dimensional movement control using electrocorticographic signals in humans. J Neural Eng, 5(1), 75–84, Mar 2008.
A. Schlögl, GDF – A general dataformat for biosignals. ArXiv Comput Sci arXiv:cs/0608052v6 [cs.DL], August (2006).
A. Schlögl, G.R. Müller, R. Scherer, and G. Pfurtscheller, BioSig – an open source software package for biomedical signal processing. 2nd OpenECG Workshop, Berlin, 1–3 Apr (2004).
J.R. Stroop, Studies of interference in serial verbal reactions. J Exp Psych, 18(6), 643–662, Dec 1935.
T.M. Vaughan, D.J. McFarland, G. Schalk, W.A. Sarnacki, D.J. Krusienski, E.W. Sellers, and J.R. Wolpaw, The Wadsworth BCI Research and Development Program: At home with BCI. IEEE Trans Neural Syst Rehabil Eng, 14(2), 229–233, Jun 2006.
J.A. Wilson, E.A. Felton, P.C. Garell, G. Schalk, and J.C. Williams, ECoG factors underlying multimodal control of a brain-computer interface. IEEE Trans Neural Syst Rehabil Eng, 14(2), 246–250, Jun 2006.
K.J. Wisneski, N. Anderson, G. Schalk, M. Smyth, D. Moran, and E.C. Leuthardt, Unique cortical physiology associated with ipsilateral hand movements and neuroprosthetic implications. Stroke, 39(12), 3351–3359, Dec 2008.
J.R. Wolpaw, N. Birbaumer, D.J. McFarland, G. Pfurtscheller, and T.M. Vaughan, Brain-computer interfaces for communication and control. Electroenceph Clin Neurophysiol, 113(6), 767–791, June 2002.
J.R. Wolpaw and D.J. McFarland., Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proc Natl Acad Sci U S A, 101(51), 17849–17854, Dec 2004.
N. Yamawaki, C. Wilke, Z. Liu, and B. He, An enhanced time-frequency-spatial approach for motor imagery classification. IEEE Trans Neural Syst Rehabil Eng, 14(2), 250–254, Jun 2006.
Acknowledgments
BCI2000 has been in development since 2000. Since the project’s inception, Gerwin Schalk has been responsible for the direction and implementation of the project. Dennis McFarland and Thilo Hinterberger contributed greatly to the initial system design and its implementation, and Drs. Wolpaw and Birbaumer provided support and useful advice in earlier stages of this project. Since 2002, Jürgen Mellinger has been responsible for software design and architecture. Since 2004, Adam Wilson and Peter Brunner have contributed system components and much needed testing. The following individuals or parties have also contributed to the development of BCI2000 (in alphabetical order):
Erik Aarnoutse, Brendan Allison, Maria Laura Blefari, Simona Bufalari, Bob Cardillo, Febo Cincotti, Joshua Fialkoff, Emanuele Fiorilla, Dario Gaetano, g.tecTM, Sebastian Halder, Jeremy Hill, Jenny Hizver, Sam Inverso, Vaishali Kamat, Dean Krusienski, Marco Mattiocco, Griffin “The Geek” Milsap, Melody M. Moore-Jackson, Yvan Pearson-Lecours, Christian Puzicha, Thomas Schreiner, Chintan Shah, Mark Span, Chris Veigl, Janki Vora, Shi Dong Zheng.
Initial development of BCI2000 has been sponsored by an NIH Bioengineering Research Partnership grant (EB00856) to Jonathan Wolpaw. Current development is sponsored by a NIH R01 grant (EB006356) to Gerwin Schalk.
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Mellinger, J., Schalk, G. (2009). Using BCI2000 in BCI Research. In: Graimann, B., Pfurtscheller, G., Allison, B. (eds) Brain-Computer Interfaces. The Frontiers Collection. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-02091-9_15
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