Investigation of Low Cost Eye Tracker and EEG for Objectively Assessing Vigilance Level

被引:0
作者
Xue, Yuqing [1 ]
Tan, Wenjing [1 ]
Ang, Jia Ning Shermaine [1 ]
Aung, Aung Phyo Wai [2 ]
机构
[1] Nanyang Girls High Sch, Singapore, Singapore
[2] Nanyang Technol Univ, Singapore, Singapore
来源
PROCEEDINGS OF THE 4TH IRC CONFERENCE ON SCIENCE, ENGINEERING AND TECHNOLOGY, IRC-SET 2018 | 2019年
关键词
Vigilance; Eye tracker; EEG;
D O I
10.1007/978-981-32-9828-6_6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Vigilance is important for jobs requiring sustained attention for prolonged times, especially in this century where terrorism poses a challenge to the world. This research investigates a sensorised approach to objectively evaluate vigilance levels to maintain optimal work performance. We conducted two experiments on 25 subjects using low cost EEG and eye tracker. The first experiment identified the optimal working conditions for the selected eye tracker. By applying these conditions in vigilance testing, both accuracy and precision of the eye tracker achieved above 90%. Vigilance level was observed to have decreased over time by analysing eye gaze and using reaction time in quantifying vigilance level. These findings were supported by EEG band power features; showing a decrease in frontal asymmetry index corresponding to vigilance level. The increased theta and decreased beta powers in temporal lobes were identified; where of high beta reflects alertness while high theta results drowsiness. From our investigation, the decline in vigilance level corresponds to an increase in reaction time, blink rates, decrease in frontal alpha asymmetry index and change in beta and theta bands. With the sensorised objective measures of vigilance levels, appropriate countermeasures can be taken when respondents' vigilance level is low to alleviate these undesirable and unproductive states.
引用
收藏
页码:63 / 74
页数:12
相关论文
共 18 条
[1]  
Allison BrendanZ., 2012, PRACTICAL BRAIN COMP
[2]  
[Anonymous], 2017, FRONTAL ASYMMETRY 10
[3]  
[Anonymous], 2008, PICTURES 8 REASONS W
[4]  
[Anonymous], 2017, EYE TRACKER PRICES A
[5]  
[Anonymous], 2017, SCI ATTENTION CAPTUR
[6]   EEG and Eye Tracking Demonstrate Vigilance Enhancement with Challenge Integration [J].
Bodala, Indu P. ;
Li, Junhua ;
Thakor, Nitish V. ;
Al-Nashash, Hasan .
FRONTIERS IN HUMAN NEUROSCIENCE, 2016, 10
[7]   Brain Computer Interfaces, a Review [J].
Fernando Nicolas-Alonso, Luis ;
Gomez-Gil, Jaime .
SENSORS, 2012, 12 (02) :1211-1279
[8]   Relationships between affect, vigilance, and sleepiness following sleep deprivation [J].
Franzen, Peter L. ;
Siegle, Greg J. ;
Buysse, Daniel J. .
JOURNAL OF SLEEP RESEARCH, 2008, 17 (01) :34-41
[9]  
Fukuda K, 2005, AVIAT SPACE ENVIR MD, V76, pC75
[10]   Taxonomic revision of Rochefortia Sw. (Ehretiaceae, Boraginales) [J].
Irimia, Ramona-Elena ;
Gottschling, Marc .
BIODIVERSITY DATA JOURNAL, 2016, 4