Wavelet packet-based independent component analysis for feature extraction from motor imagery EEG of complex movements

Clinical Neurophysiology

Volumn 123, Issue 9, 2012, Pages 1779-1788

  Zhou, Zhongxing ^a   Wan, Baikun ^a  

^a TIANJIN UNIVERSITY   (China)

Author keywords

Brain computer interface; Complex mental task; Event related desynchronisation synchronisation; Independent component analysis; Wavelet packet

Indexed keywords

ADULT; ARTICLE; BRAIN COMPUTER INTERFACE; ELECTROENCEPHALOGRAM; EVENT RELATED DESYNCHRONISATION; EVENT RELATED SYNCHRONISATION; EVOKED RESPONSE; FEMALE; HUMAN; HUMAN EXPERIMENT; IMAGERY; INDEPENDENT COMPONENT ANALYSIS; LEG MOVEMENT; MALE; MATHEMATICAL MODEL; MENTAL PERFORMANCE; MOTOR IMAGERY; NORMAL HUMAN; PATTERN RECOGNITION; PRIORITY JOURNAL; SPATIAL FREQUENCY DISCRIMINATION; WAVELET ANALYSIS;

ADULT; ALGORITHMS; BRAIN; BRAIN MAPPING; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; IMAGINATION; MALE; MOVEMENT; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING, COMPUTER-ASSISTED; WAVELET ANALYSIS; YOUNG ADULT;

EID: 84864400427     PISSN: 13882457     EISSN: 18728952     Source Type: Journal    
DOI: 10.1016/j.clinph.2012.02.071     Document Type: Article

References (28)

1. Barbati G., Porcaro C., Zappasodi F., Rossini P.M., Tecchio F. Optimization of an independent component analysis approach for artifact identification and removal in magnetoencephalographic signals. Clin Neurophysiol 2004, 115:1220-1232.
2. Carlqvist H., Nikulin V.V., Strömberg J.O., Brismar T. Amplitude and phase relationship between alpha and beta oscillations in the human electroencephalogram. Med Biol Eng Comput 2005, 43:599-607.
3. Doppelmayr M., Klimesch W., Pachinger T., Ripper B. Individual differences in brain dynamics: important implications for the calculation of event-related band power. Biol Cybern 1998, 79:49-57.
4. Dyrholm M., Scott Makeig S., Hansen L.K. Model selection for convolutive ICA with an application to spatiotemporal analysis of EEG. Neural Comput 2007, 19:934-955.
5. do Nascimento O.F., Nielsen K.D., Voigt M. Influence of directional orientations during gait initiation and stepping on movement-related cortical potentials. Behav Brain Res 2005, 161:141-154.
6. Formaggioa F., Stortia S.F., Cerinic R., Fiaschia A., Manganottia P. Brain oscillatory activity during motor imagery in EEG-fMRI coregistration. Magn Reson Imaging 2010, 28:1403-1412.
7. Frank R.M., Frishkoff G.A. Automated protocol for evaluation of electromagnetic component separation (APECS): application of a framework for evaluating statistical methods of blink extraction from multichannel EEG. Clin Neurophysiol 2007, 118:80-97.
8. Hiroe A. Solution of permutation problem in frequency domain ICA, using multivariate probability density functions. Lect Notes Comput Sc 2006, 3889:601-608.
9. Hjorth B. An online transformation of EEG scalp potentials into orthogonal source derivations. Electroencephalogr Clin Neurophysiol 1975, 39:526-530.
10. Ille N., Berg P., Scherg M. Artifact correction of the ongoing EEG using spatial filters based on artifact and brain signal topographies. J Clin Neurophysiol 2002, 19:113-124.
11. Iseki K., Hanakawa T., Shinozaki J., Nankaku M., Fukuyama H. Neural mechanisms involved in mental imagery and observation of gait. Neuroimage 2008, 41:1021-1031.
12. Jahn K., Deutschländer A., Stephan T., Strupp M., Wiesmann M., Brandt T. Brain activation patterns during imagined stance and locomotion in functional magnetic resonance imaging. Neuroimage 2004, 22:1722-1731.
13. Jasper H.H., Penfield W. Electrocardiograms in man: effect of the voluntary movement upon the electrical activity of the precentral gyrus. Eur Arch Psy Clin N 1949, 183:163-174.
14. Joyce C.A., Gorodnitsky I.F., Kutas M. Automatic removal of eye movement and blink artifacts from EEG data using blind component separation. Psychophysiology 2004, 41:313-325.
15. Klimesch W., Russegger H., Doppelmayr M., Pachinger T. A method for the calculation of induced band power: implications for the significance of brain oscillations. Electroencephalogr Clin Neuro 1998, 108:123-130.
16. Lange F.P., de Jensen O., Bauer M., Toni I. Interactions between posterior gamma and frontal alpha/beta oscillations during imagined actions. Front Hum Neurosci 2008, 2:7.
17. Mazur R., Mertins A. An approach for solving the permutation problem of convolutive blind source separation based on statistical signal models. IEEE T Speech Audi P 2009, 17:64-68.
18. Pfurtscheller G., Aranibar A. Event-related cortical desynchronization detected by power measurements of scalp EEG. Electroencephalogr Clin Neurophysiol 1977, 42:817-826.
19. Pfurtscheller G., Neuper C. Motor imagery activates primary sensorimotor area in humans. Neurosci Lett 1997, 239:65-68.
20. Pfurtscheller G., Lopes da Silva F.H. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol 1999, 110:1842-1857.
21. Pfurtscheller G., Neuper C., Brunner C., Lopes da Silva F.H. Beta rebound after different types of motor imagery in man. Neurosci Lett 2005, 378:156-159.
22. Qin L., He B. A wavelet-based time-frequency analysis approach for classification of motor imagery for brain-computer interface applications. J Neural Eng 2005, 2:65-72.
23. Qin L., Ding L., He B. Motor imagery classification by means of source analysis for brain computer interface applications. J Neural Eng 2004, 1:135-141.
24. Saitou K., Washimi Y., Koike Y., Takahashi A., Kaneoke Y. Slow negative cortical potential preceding the onset of postural adjustment. Electroencephalogr Clin Neurophysiol 1996, 98:449-455.
25. Suetsugi M., Mizuki Y., Ushijima I., Watanabe Y. The relationship between rhythmic activities during a mental task and sleep spindles: a correlative analysis. Prog Neuropsychopharmacol Biol Psychiatry 2002, 26:631-637.
26. Vidailhet M., Stocchi F., Rothwell J.C., Thompson P.D., Day B.L., Brooks D.J., et al. The Bereitschaftspotential preceding simple foot movement and initiation of gait in Parkinson's disease. Neurology 1993, 43:1784-1788.
27. Visani E., Minati L., Canafoglia L., Gilioli I., Granvillano A., Varotto G., et al. Abnormal ERD/ERS but unaffected BOLD response in patients with Unverricht-Lundborg disease during index extension: a simultaneous EEG-fMRI study. Brain Topogr 2011, 24:65-77.
28. Zhang K., Chan L.K. An adaptive method for subband decomposition ICA. Neural Comput 2006, 18:191-223.