Electrocardiographic features for the measurement of drivers' mental workload

被引:86
作者
Heine, Tobias [1 ]
Lenis, Gustavo [2 ]
Reichensperger, Patrick [2 ]
Beran, Tobias [1 ]
Doessel, Olaf [2 ]
Deml, Barbara [1 ]
机构
[1] Karlsruhe Inst Technol, Inst Human & Ind Engn Ifab, Kaiserstr 12, D-76131 Karlsruhe, Germany
[2] Karlsruhe Inst Technol, Inst Biomed Engn IBT, Fritz Haber Weg 1, D-76131 Karlsruhe, Germany
关键词
Mental workload; Driving; Electrocardiogram; Feature comparison; Heart rate variability; Wave morphology; HEART-RATE-VARIABILITY; RESPIRATORY SINUS ARRHYTHMIA; SILENT-MYOCARDIAL-ISCHEMIA; PSYCHOLOGICAL STRESS; WAVELET TRANSFORM; SPECTRAL-ANALYSIS; BLOOD-PRESSURE; ECG; FREQUENCY; LOAD;
D O I
10.1016/j.apergo.2016.12.015
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study examines the effect of mental workload on the electrocardiogram (ECG) of participants driving the Lane Change Task (LCT). Different levels of mental workload were induced by a secondary task (n-back task) with three levels of difficulty. Subjective data showed a significant increase of the experienced workload over all three levels. An exploratory approach was chosen to extract a large number of rhythmical and morphological features from the ECG signal thereby identifying those which differentiated best between the levels of mental workload. No single rhythmical or morphological feature was able to differentiate between all three levels. A group of parameters were extracted which were at least able to discriminate between two levels. For future research, a combination of features is recommended to achieve best diagnosticity for different levels of mental workload. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:31 / 43
页数:13
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