Detection and classification of movement-related cortical potentials associated with task force and speed

Journal of Neural Engineering

Volumn 10, Issue 5, 2013, Pages

  Jochumsen, Mads ^a   Niazi, Imran Khan ^a   Mrachacz Kersting, Natalie ^a   Farina, Dario ^b   Dremstrup, Kim ^a  

^a AALBORG UNIVERSITY   (Denmark)

^b UNIVERSITY OF GÖTTINGEN   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ASSISTIVE TECHNOLOGY; EEG RECORDING; HEALTHY SUBJECTS; MOVEMENT INTENTIONS; MOVEMENT-RELATED CORTICAL POTENTIAL; NEUROREHABILITATION; TASK FORCE; TEMPORAL FEATURES;

CLOSED LOOP SYSTEMS; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY;

DETECTORS;

ACCURACY; ADULT; ARTICLE; CLASSIFICATION; CLASSIFIER; ELECTRIC POTENTIAL; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY; FEMALE; FORCE; HUMAN; HUMAN EXPERIMENT; LATENT PERIOD; MALE; MOVEMENT (PHYSIOLOGY); MOVEMENT RELATED CORTICAL POTENTIAL; NORMAL HUMAN; PRIORITY JOURNAL; SCALP; SUPPORT VECTOR MACHINE; VELOCITY;

ADULT; ANALYSIS OF VARIANCE; CEREBRAL CORTEX; CUES; ELECTROENCEPHALOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; HUMANS; MALE; MOVEMENT; MUSCLE CONTRACTION; PERCEPTION; REPRODUCIBILITY OF RESULTS; ROC CURVE; SIGNAL PROCESSING, COMPUTER-ASSISTED; SUPPORT VECTOR MACHINES; YOUNG ADULT;

EID: 84885465849     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/10/5/056015     Document Type: Article

References (36)

1. Birbaumer N, Elbert T, Canavan A G and Rockstroh B 1990 Slow potentials of the cerebral cortex and behavior Physiol. Rev. 70 1-41 (Pubitemid 20037280)
2. Slobounov S M and Ray W J 1998 Movement-related potentials with reference to isometric force output in discrete and repetitive tasks Exp. Brain Res. 123 461-73 (Pubitemid 28544835)
3. Nascimento O F D, Nielsen K D and Voigt M 2005 Relationship between plantar-flexor torque generation and the magnitude of the movement-related potentials Exp. Brain Res. 160 154-65 (Pubitemid 40104504)
4. Shibasaki H and Hallett M 2006 What is the Bereitschaftspotential? Clin. Neurophysiol. 117 2341-56 (Pubitemid 44548486)
5. Nascimento O F, Nielsen K D and Voigt M 2006 Movement-related parameters modulate cortical activity during imaginary isometric plantar-flexions Exp. Brain Res. 171 78-90
6. Jankelowitz S and Colebatch J 2002 Movement-related potentials associated with self-paced, cued and imagined arm movements Exp. Brain Res. 147 98-107 (Pubitemid 35193477)
7. Cunnington R, Iansek R, Bradshaw J and Phillips J 1996 Movement-related potentials associated with movement preparation and motor imagery Exp. Brain Res. 111 429-36 (Pubitemid 26381646)
8. Shibasaki H, Barrett G, Halliday E and Halliday A M 1981 Cortical potentials associated with voluntary foot movement in man Electroencephalogr. Clin. Neurophysiol. 52 507-16 (Pubitemid 12200798)
9. Jahanshahi M and Hallett M 2003 The Bereitschaftspotential. Movement-related Cortical Potentials 1st edn (Berlin: Springer)
10. 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 (Pubitemid 34621187)
11. Daly J J and Wolpaw J R 2008 Brain-computer interfaces in neurological rehabilitation Lancet Neurol. 7 1032-43
12. Grosse-Wentrup M, Mattia D and Oweiss K 2011 Using brain-computer interfaces to induce neural plasticity and restore function J. Neural Eng. 8 025004
13. Niazi I K, Mrachacz-Kersting N, Jiang N, Dremstrup K and Farina D 2012 Peripheral electrical stimulation triggered by self-pace detection of motor intention enhances corticospinal excitability IEEE Trans. Rehabil. Eng. Neural Syst. 20 595-604
14. Niazi I K, Jiang N, Tiberghien O, Nielsen J F, Dremstrup K and Farina D 2011 Detection of movement intention from single-trial movement-related cortical potentials J. Neural Eng. 8 066009
15. Mrachacz-Kersting N, Kristensen S R, Niazi I K and Farina D 2012 Precise temporal association between cortical potentials evoked by motor imagination and afference induces cortical plasticity J. Physiol. 590 1669-82
16. Krakauer J W 2006 Motor learning: its relevance to stroke recovery and neurorehabilitation Curr. Opin. Neurol. 19 84-90 (Pubitemid 43172710)
17. Farina D, Nascimento O F d, Lucas M and Doncarli C 2007 Optimization of wavelets for classification of movement-related cortical potentials generated by variation of force-related parameters J. Neurosci. Methods 162 357-63 (Pubitemid 46527929)
18. Gu Y, Nascimento O F, Lucas M F and Farina D 2009 Identification of task parameters from movement-related cortical potentials Med. Biol. Eng. Comput. 47 1257-64
19. Blankertz B, Tomioka R, Lemm S, Kawanabe M and Müller K 2008 Optimizing spatial filters for robust EEG single-trial analysis IEEE Signal Process. Mag. 25 41-56
20. Lotte F, Congedo M, Lecuyer A, Lamarche F and Arnaldi B 2007 A review of classification algorithms for EEG-based brain-computer interfaces J. Neural Eng. 4 R1-13
21. Lew E, Chavarriaga R, Silvoni S and Millán J R 2012 Detection of self-paced reaching movement intention from EEG signals Front. Neuroeng. 5 13
22. Bai O, Rathi V, Lin P, Huang D, Battapady H and Fei D 2011 Prediction of human voluntary movement before it occurs Clin. Neurophysiol. 122 364-72
23. Morash V, Bai O, Furlani S, Lin P and Hallett M 2008 Classifying EEG signals preceding right hand, left hand, tongue, and right foot movements and motor imageries Clin. Neurophysiol. 119 2570-8
24. Müller-Putz G R, Scherer R, Brunner C, Leeb R and Pfurtscheller G 2008 Better than random? A closer look on BCI results Int. J. Bioelectromagn. 10 52-5
25. Quiroga R Q and Garcia H 2003 Single-trial event-related potentials with wavelet denoising Clin. Neurophysiol. 114 376-90 (Pubitemid 36136111)
26. Lemm S, Curio G, Hlushchuk Y and Muller K 2006 Enhancing the signal-to-noise ratio of ICA-based extracted ERPs IEEE Trans. Biomed. Eng. 53 601-7
27. Gu Y, Dremstrup K and Farina D 2009 Single-trial discrimination of type and speed of wrist movements from EEG recordings Clin. Neurophysiol. 120 1596-600
28. Fu Y, Xu B, Pei L and Li H 2011 Time domain features for relationship between speed and slow potentials activity during periodic movement and motor imagery at fast and slow for BCRI Proc. Environ. Sci. 8 498-505
29. Li Y, Gao X, Liu H and Gao S 2004 Classification of single-trial electroencephalogram during finger movement IEEE Trans. Biomed. Eng. 51 1019-25 (Pubitemid 38661457)
30. Yom-Tov E and Inbar G F 2002 Feature selection for the classification of movements from single movement-related potentials IEEE Trans. Neural Syst. Rehabil. Eng. 10 170-7 (Pubitemid 35462930)
31. Wang L, Xu G, Yang S, Guo M, Yan W and Wang J 2012 Motor imagery BCI research based on sample entropy and SVM ICEF: 6th Int. Conf. Electromagnetic Field Problems and Applications pp 1-4
32. Kristensen S R, Niazi I K, Jochumsen M, Jiang N, Farina D and Mrachacz-Kersting N 2013 Changes in corticospinal excitability following the use of a BCI based protocol combined with sham visual feedback Converging Clin. Eng. Res. Neurorehabil. Biosyst. Biorobot. 1 599-602
33. Kübler A, Nijboer F, Mellinger J, Vaughan T M, Pawelzik H and Schalk G 2005 Patients with ALS can use sensorimotor rhythms to operate a brain-computer interface Neurology 64 1775-7 (Pubitemid 40695816)
34. Millán J, Mourino J, Babiloni F, Cincotti F, Varsta M and Heikkonen J 2000 Local neural classifier for EEG-based recognition of mental tasks Proc. Int. Joint Conf. on Neural Networks pp 632-6
35. Lu M K, Arai N, Tsai C H and Ziemann U 2012 Movement related cortical potentials of cued versus self-initiated movements: double dissociated modulation by dorsal premotor cortex versus supplementary motor area rTMS Hum. Brain Mapp. 33 824-39
36. Jankelowitz S K and Colebatch J G 2005 Movement related potentials in acutely induced weakness and stroke Exp. Brain Res. 161 104-13 (Pubitemid 40238874)