Automatic identification of eye movements using the largest lyapunov exponent

被引:12
|
作者
Korda, Alexandra I. [1 ]
Asvestas, Pantelis A. [2 ]
Matsopoulos, George K. [1 ]
Ventouras, Errikos M. [2 ]
Smyrnis, Nikolaos [3 ,4 ]
机构
[1] Natl Tech Univ Athens, Sch Elect & Comp Engn, 9 Iroon Polytexneiou, GR-15780 Athens, Greece
[2] Technol Educ Inst Athens, Dept Biomed Engn, Agiou Spyridonos St, GR-12243 Athens, Greece
[3] Univ Mental Hlth Res Inst, Lab Sensorimotor Control, 2 Soranou Efesiou, GR-11528 Athens, Greece
[4] Univ Athens, Eginit Hosp, Dept Psychiat, 72 V Sofias Ave, GR-11528 Athens, Greece
关键词
Eye movement; Saccade; Blink; Fixation; Largest lyapunov exponent; Logarithm of the divergence; Automatic identification; Non linear dynamic; TIME-SERIES; FIXATION; ALGORITHM; EEG;
D O I
10.1016/j.bspc.2017.11.004
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
'The study of eye movements has been increasing over the past decade. It is considered that eye movements, mainly saccades and blinks, provide significant information for cognitive and visual processes of the observers. Saccades and blinks are high velocity eye movements. In this paper, the automatic identification of saccades and blinks, as well as their onset and offset, is proposed based on a novel implementation of nonlinear dynamics using the Largest Lyapunov Exponent and the logarithm of the divergence. The Largest Lyapunov Exponent detection method was tested on 25,000 saccades and 2,366 blinks, detecting with high accuracy and precision both types of eye movements. The Largest Lyapunov Exponent detection method was compared against two other existing techniques for blink and saccade identification, showing advantageous performance. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:10 / 20
页数:11
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