Event-related desynchronization and synchronization quantification in motor-related EEG by Kolmogorov entropy

Journal of Neural Engineering

Volumn 10, Issue 3, 2013, Pages

  Gao, Lin ^a   Wang, Jue ^a   Chen, Longwei ^a  

^a XI'AN JIAOTONG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; DYNAMIC PROCESS; ERD/ERS TIME COURSE; EVENT RELATED DESYNCHRONIZATION; KOLMOGOROV ENTROPIES; MOTOR IMAGERY TASKS; NONLINEAR MEASUREMENT; POWER ANALYSIS;

FEATURE EXTRACTION;

ENTROPY;

ADULT; ARTICLE; DIAGNOSTIC ACCURACY; DYNAMICS; ELECTROENCEPHALOGRAM; ENTROPY; EVENT RELATED SYNCHRONIZATION; EVOKED MUSCLE RESPONSE; EVOKED RESPONSE; HUMAN; HUMAN EXPERIMENT; IMAGERY; KOLMOGOROV ENTROPY; LEFT HANDEDNESS; MAGNETOENCEPHALOGRAPHY; MALE; MOTOR PERFORMANCE; NERVOUS SYSTEM ELECTROPHYSIOLOGY; NORMAL HUMAN; PRIORITY JOURNAL; RIGHT HANDEDNESS; SCALP;

ACTION POTENTIALS; ADULT; ALGORITHMS; BRAIN MAPPING; CORTICAL SYNCHRONIZATION; ELECTROENCEPHALOGRAPHY; ENTROPY; EVOKED POTENTIALS, MOTOR; HUMANS; MALE; MOTOR CORTEX; NERVE NET; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 84878300153     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/10/3/036023     Document Type: Article

References (47)

1. Abarbanel H D I and Kennel M B 1993 Local false nearest neighbors and dynamical dimensions from observed chaotic data Phys. Rev. E 47 3057-68
2. Abasolo D, Hornero R, Espino P, Alvarez D and Poza J 2006 Entropy analysis of the EEG background activity in Alzheimer's disease patients Physiol. Meas. 27 241-53 (Pubitemid 43208588)
3. Babiloni F, Cincotti F, Lazzarini L, Millan J, Mourino J, Varsta M, Heikkonen J, Bianchi L and Marciani M G 2000 Linear classification of low-resolution EEG patterns produced by imagined hand movements IEEE Trans. Rehabil. Eng. 8 186-8 (Pubitemid 30437008)
4. Bhattacharya J, Watanabe K and Shimojo S 2004 Nonlinear dynamics of evoked neuromagnetic responses signifies potential defensive mechanisms against photosensitivity Int. J. Bifurcation Chaos 14 2701-20 (Pubitemid 39326270)
5. Bruhn J, Ropcke H and Hoeft A 2000 Approximate entropy as an electroencephalographic measure of anesthetic drug effect during desflurane anesthesia Anesthesiology 92 715-26 (Pubitemid 30130175)
6. Cellucci C J, Albano A M and Rapp P E 2005 Statistical validation of mutual information calculations: comparison of alternative numerical algorithms Phys. Rev. E 71 1-14 (Pubitemid 41663852)
7. Cristianini N and Shawe-Taylor J 2000 An Introduction to Support Vector Machines and Other Kernel-based Learning Methods (Cambridge: Cambridge University Press)
8. DaSilva F H L, Pijn J P, Velis D and Nijssen P C G 1997 Alpha rhythms: noise, dynamics and models Int. J. Psychophysiol. 26 237-49 (Pubitemid 27277697)
9. Demirer R M, Ozerdem M S and Bayrak C 2009 Classification of imaginary movements in ECoG with a hybrid approach based on multi-dimensional Hilert-SVM J. Neurosci. Methods 178 214-8
10. Duke D W and Pritchard W S (ed) 1991 Measuring Chaos in the Human Brain (Singapore: World Scientific)
11. Ferenets R, Lipping T, Anier A, Jantti V, Melto S and Hovilehto S 2006 Comparison of entropy and complexity measures for the assessment of depth of sedation IEEE Trans. Biomed. Eng. 53 1067-77 (Pubitemid 43860730)
12. Florian G and Pfurtscheller G 1995 Dynamic spectral analysis of event-related EEG data Electroencephalogr. Clin. Neurophysiol. 95 393-6
13. Fraser A M and Swinney H L 1986 Independent coordinates for strange attractors from mutual information Phys. Rev. A 33 1134
14. Gao J B, Hu J and Tung W W 2012 Entropy measures for biological signal analyses Nonlinear Dyn. 68 431-44
15. Grassberger P and Procaccia I 1983 Estimation of the Kolmogorov entropy from a chaotic signal Phys. Rev. A 28 2591-3
16. He B, Lian J and Li G 2001 High-resolution EEG: a new realistic geometry spline Laplacian estimation technique Clin. Neurophysiol. 112 845-52 (Pubitemid 32409361)
17. Hjorth B 1975 An on-line transformation of EEG scalp potentials into orthogonal source derivations Electroencephalogr. Clin. Neurophysiol. 39 526-30
18. Hu J F, Xiao D and Mu Z D 2009 Application of energy entropy in motor imagery EEG classification Int. J. Digital Content Technol. Appl. 3 83-90
19. Kalcher J and Pfurtscheller G 1995 Discrimination between phase-locked and non-phase-locked event-related EEG activity Electroencephalogr. Clin. Neurophysiol. 94 381-4
20. Kamousi B, Amini A N and He B 2007 Classification of motor imagery by means of cortical current density estimation and Von Neumann entropy J. Neural Eng. 4 17-25 (Pubitemid 46603793)
21. Kamousi B, Liu Z and He B 2005 Classification of motor imagery tasks for brain-computer interface applications by means of two equivalent dipoles analysis IEEE Trans. Rehabil. Eng. 13 166-71 (Pubitemid 41017703)
22. Kennel M B, Brown R and Abarbanel H D 1992 Determining embedding dimension for phase-space reconstruction using a geometrical construction Phys. Rev. A 45 3403-11
23. Klass D and Bickford R G 1957 Observations on the rolandic arceau rhythm Electroencephalogr. Clin. Neurophysiol. 9 570
24. Kolmogorov A N 1959 Entropy per unit time as a metric invariant of automorphism Dokl. Akad. Nauk SSSR 124 754-5
25. Korn H and Faure F 2003 Is there chaos in the brain? II. Experimental evidence and related models C. R. Biol. 326 787-840 (Pubitemid 37493099)
26. Le van Quyen M, Navarro V, Martinerie J, Baulac M and Varela F 2003 Toward a neurodynamical understanding of ictogenesis Epilepsia 44 30-43 (Pubitemid 38018120)
27. Lin C C K, Ju M S and Huang C H 2003 Influence of passive thumb movements on wave J. Med. Biol. Eng. 23 37-43
28. Nashmi R, Mendonca A J and MacKay W A 1994 EEG rhythm of the sensorimotor region during hand movements Electroencephalogr. Clin. Neurophysiol. 91 456-67
29. Nichols J M and Nichols J D 2001 Attractor reconstruction for non-linear systems: a methodological note Math. Biosci. 171 21-32 (Pubitemid 32429041)
30. Pei X M, Zheng C X, He W X and Xu J 2006 Quantitative measure of complexity of the dynamic event-related EEG data Neurocomputing 70 263-72 (Pubitemid 44615789)
31. Pfurtscheller G and Lopes da Silva F H 1999 Event-related EEG/MEG synchronization and desynchronization: basic principles Clin. Neurophysiol. 110 1842-57 (Pubitemid 29454610)
32. Pfurtscheller G and Neuper C 1992 Simultaneous EEG 10 Hz desynchronization and 40 Hz synchronization during finger movements NeuroReport 3 1057-60 (Pubitemid 23034700)
33. Pfurtscheller G and Neuper C 1997 Motor imagery activates primary sensorimotor area in humans Neurosci. Lett. 239 65-8 (Pubitemid 28060201)
34. Pfurtscheller G, Neuper C, Guger C, Harkam W, Ramoser H, Schlögl A, Obermaier B and Pregenzer M 2000 Current trends in Graz brain-computer interface (BCI) research IEEE Trans. Rehabil. Eng. 8 216-9 (Pubitemid 30437019)
35. Pfurtscheller G, Pichler-Zalaudek K, Ortmayr B, Diez J and Reisecker F 1998 Postmovement beta synchronization in patients with Parkinson's disease J. Clin. Neurophysiol. 15 243-50 (Pubitemid 28376425)
36. Pfurtscheller G, Staneak A J and Neuper C 1996 Event-related synchronizition (ERS) in the alpha band-an elecrophysiological correlate of cortical idling: a review Int. J. Psychophysiol. 24 39-46 (Pubitemid 27013761)
37. Ramoser H, Müller-Gerking J and Pfurtscheller G 2000 Optimal spatial filtering of single trial EEG during imagined hand movement IEEE Trans. Rehabil. Eng. 8 441-6 (Pubitemid 32178931)
38. Salmelin R, Hamalainen M, Kajola M and Hari R 1995 Functional segregation of movement-related rhythmic activity in the human brain Neuroimage 2 237-43 (Pubitemid 26018338)
39. Sarbadhikari S N and Chakrabarty K 2001 Chaos in the brain: a short review alluding to epilepsy, depression, exercise and lateralization Med. Eng. Phys. 23 445-55
40. Stam C J 2003 Chaos, continuous EEG, and cognitive mechanisms: a future for clinical neurophysiology Am. J. Electroneurodiagnostic Technol. 43 211-27 (Pubitemid 38031580)
41. Stam C J 2005 Nonlinear dynamical analysis of EEG and MEG: review of an emerging field Clin. Neurophysiol. 116 2266-301 (Pubitemid 41268636)
42. Stam C J, vanWoerkom T and Keunen R W M 1997 Nonlinear analysis of the electroencephalogram in Creutzfeldt-Jakob disease Biol. Cybern. 77 247-56 (Pubitemid 127664725)
43. Takens F 1981 Detecting strange attractors in turbulence Lect. Notes Math. 898 366-81
44. Theiler J, Eubank S, Longtin A, Galdrikian B and Farmer J D 1992 Testing for nonlinearity in time series: the method of surrogate data Physica D 58 77-94
45. Vapnik V 1998 Statistical Learning Theory (New York: Wiley)
46. 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)
47. Zhang L Y 2009 Kolmogorov entropy changes and cortical lateralization during complex problem solving task measured with EEG J. Biomed. Sci. Eng. 2 661-4