Non-linear analysis of emotion EEG: Calculation of Kolmogorov entropy and the principal Lyapunov exponent

被引:57
作者
Aftanas, LI [1 ]
Lotova, NV [1 ]
Koshkarov, VI [1 ]
Pokrovskaja, VL [1 ]
Popov, SA [1 ]
Makhnev, VP [1 ]
机构
[1] RUSSIAN ACAD SCI,INST AUTOMAT & ELECTROMETRY,LAB DIGITAL METHODS IMAGE PROC,NOVOSIBIRSK 630090,RUSSIA
关键词
non-linear dynamics; EEG; Kolmogorov entropy; principal Lyapunov exponent; emotion;
D O I
10.1016/S0304-3940(97)00232-2
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
For 76 healthy subjects, two non-linear measures, capturing the dynamical properties of the system orbiting within the attractor (i.e. Kolmogorov entropy, K2 and principal Lyapunov exponent, L1), were calculated from EEG segments, corresponding to different states of brain activity, induced by emotionally valenced (i.e. neutral, affective positive and negative) video stimuli. Significantly elevated values of EEG K2 and L1 in response to both positive and negative film categories as compared to neutral one were evidenced. Relying on the obtained findings, it is suggested that increased cortical dynamics, up to a certain level, are probably necessary for emotion functioning. (C) 1997 Elsevier Science Ireland Ltd.
引用
收藏
页码:13 / 16
页数:4
相关论文
共 18 条
[1]   DIMENSIONAL ANALYSIS OF HUMAN EEG DURING EXPERIMENTAL AFFECTIVE EXPERIENCE [J].
AFTANAS, LI ;
KOSHKAROV, VI ;
MORDVINTSEV, YN ;
POKROVSKAJA, VL .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 1994, 18 (01) :67-70
[2]  
Aftanas LI, 1996, J PSYCHOPHYSIOL, V10, P49
[3]  
AFTANAS LI, 1997, UNPUB INT J PSYCHOPH
[4]  
AFTANAS LI, 1996, INDUCING EMOTION FEE
[5]  
[Anonymous], 1993, STRUCTURE EMOTION PS
[6]   Self-generated happy and sad emotions in low and highly hypnotizable persons during waking and hypnosis: Laterality and regional EEG activity differences [J].
Crawford, HJ ;
Clarke, SW ;
KitnerTriolo, M .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 1996, 24 (03) :239-266
[7]   APPROACH WITHDRAWAL AND CEREBRAL ASYMMETRY - EMOTIONAL EXPRESSION AND BRAIN PHYSIOLOGY .1. [J].
DAVIDSON, RJ ;
SARON, CD ;
SENULIS, JA ;
EKMAN, P ;
FRIESEN, WV .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1990, 58 (02) :330-341
[8]   CHAOS AND PHYSIOLOGY - DETERMINISTIC CHAOS IN EXCITABLE CELL ASSEMBLIES [J].
ELBERT, T ;
RAY, WJ ;
KOWALIK, ZJ ;
SKINNER, JE ;
GRAF, KE ;
BIRBAUMER, N .
PHYSIOLOGICAL REVIEWS, 1994, 74 (01) :1-47
[9]   Discrimination of sleep stages: A comparison between spectral and nonlinear EEG measures [J].
Fell, J ;
Roschke, J ;
Mann, K ;
Schaffner, C .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1996, 98 (05) :401-410
[10]   THE TRANSFER OF EOG ACTIVITY INTO THE EEG FOR EYES OPEN AND CLOSED [J].
GASSER, T ;
SROKA, L ;
MOCKS, J .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1985, 61 (02) :181-193