BCI Competition 2003 - Data set III: Modeling of sensorimotor μ rhythms for classification of imaginary hand movements

IEEE Transactions on Biomedical Engineering

Volumn 51, Issue 6, 2004, Pages 1077-1080

  Lemm, Steven ^a   Schäfer, Christin ^a   Curio, Gabriel ^b  

^a FRAUNHOFER FIRST   (Germany)

^b CHARITÉ UNIVERSITÄTSMEDIZIN BERLIN   (Germany)

Author keywords

rhythm; Brain computer interface (BCI); Imaginary hand movement; Morlet wavelet; Sensorimotor hand cortex; Single trial classification

Indexed keywords

ALGORITHMS; AMPLITUDE MODULATION; ELECTROENCEPHALOGRAPHY; ERROR ANALYSIS; FEEDBACK; FILTRATION; INFORMATION ANALYSIS; INTERFACES (COMPUTER); PERTURBATION TECHNIQUES; PROBABILITY; WAVELET TRANSFORMS;

FREQUENCY BAND; MOTOR INTENTION; TIME EVIDENCE; TIME-FREQUENCY INFORMATION;

BIOMEDICAL ENGINEERING;

ALGORITHM; ARTICLE; BRAIN; CLASSIFICATION; COMPUTER INTERFACE; ELECTROENCEPHALOGRAM; FEEDBACK SYSTEM; HAND MOVEMENT; IMAGINATION; ONLINE SYSTEM; PROBABILITY; SENSORIMOTOR FUNCTION; STATISTICAL MODEL;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; CEREBRAL CORTEX; COGNITION; DATABASES, FACTUAL; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS, MOTOR; HAND; HUMANS; IMAGINATION; MODELS, NEUROLOGICAL; MOTOR CORTEX; MOVEMENT; PATTERN RECOGNITION, AUTOMATED; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; SOMATOSENSORY CORTEX; USER-COMPUTER INTERFACE;

EID: 2442667854     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2004.827076     Document Type: Article

References (14)

1. R. Hari and R. Salmelin, "Human cortical oscillations: A neuromagnetic view through the skull," Trends Neurosci., vol. 20, pp. 44-9, 1997.
2. H. Jasper and W. Penfield, "Electrocorticograms in man: Effect of voluntary movement upon the electrical activity of the precentral gyrus," Arch. Psychiatrie Zeitschrift Neurol., vol. 183, pp. 163-74, 1949.
3. G. Pfurtscheller and A. Arabibar, "Evaluation of event-related desynchronization preceding and following voluntary self-paced movement," Electroenceph. Clin. Neurophysiol., vol. 46, pp. 138-46, 1979.
4. A. Schnitzler, S. Salenius, R. Salmelin, V. Jousmäki, and R. Hari, "Involvement of primary motor cortex in motor imagery: A neuromagnetic study," Neuroimage, vol. 6, pp. 201-8, 1997.
5. V. Nikouline, K. Linkenkaer-Hansen, H. Wikström, M. Kesäniemi, E. Antonova, R. Ilmoniemi, and J. Huttunen, "Dynamics of μ-rhythm suppression caused by median nerve stimulation: A magnetoencephalographic study in human subjects," Neurosci. Lett., vol. 294, 2000.
6. S. Salenius, A. Schnitzler, R. Salmelin, V. Jousmäki, and R. Hari, "Modulation of human cortical rolandic rhythms during natural sensorimotor tasks," NeuroImage, vol. 5, pp. 221-8, 1997.
7. J. Wolpaw and D. McFarland, "Multichannel EEG-based brain-computer communication," Electroenceph. Clin. Neurophysiol., vol. 90, pp. 444-9, 1994.
8. G. Pfurtscheller, C. Neuper, D. Flotzinger, and M. Pregenzer, "EEG-based discrimination between imagination of right and left hand movement," Electroenceph. Clin. Neurophysiol., vol. 103, pp. 642-51, 1997.
9. C. Neuper, A. Schlögl, and G. Pfurtscheller, "Enhancement of left-right sensorimotor EEG differences during feedback-regulated motor imagery," J. Clin. Neurophysiol., vol. 16, pp. 373-82, 1999.
10. B. Blankertz, K.-R. Müller, T. V. G. Curio, G. Schalk, J. Wolpaw, A. Schlögl, C. Neuper, G. Pfurtscheller, T. Hinterberger, and M. S. N. Birbaumer, "The BCI competition 2003: Progress and perspectives in detection and discrimination of EEG single trials," IEEE Trans. Biomed. Eng., vol. 51, pp. 1044-1051, June 2004.
11. C. Torrence and G. Compo, "A practical guide to wavelet analysis," Bull. Amer. Meterol., vol. 79, pp. 61-78, 1998.
12. J. Kalcher and G. Pfurtscheller, "Discrimination between phase-locked and nonphase-locked event-related EEG activity," Electroenceph. Clin. Neurophysiol., vol. 94, pp. 381-4, 1995.
13. R. Duda, P. Hart, and D. Stork, Pattern Classification, 2nd ed. New York: Wiley, 2001.
14. A. Schlögl, R. S. C. Keinrath, and G. Pfurtscheller, "Information transfer of an EEG-based brain-computer interface," in Proc. First Int. IEEE EMBS Conf Neural Eng., 2003, pp. 641-644.