Biofeedback Arrests Sympathetic and Behavioral Effects in Distracted Driving

被引:3
|
作者
Pavlidis, Ioannis [1 ]
Khatri, Ashik [1 ]
Buddharaju, Pradeep [2 ]
Manser, Michael [3 ]
Wunderlich, Robert [3 ]
Akleman, Ergun [4 ]
Tsiamyrtzis, Panagiotis [5 ]
机构
[1] Univ Houston, Computat Physiol Lab, Houston, TX 77204 USA
[2] Univ Houston Clear Lake City, Comp Sci Program, Houston, TX 77058 USA
[3] Texas A&M Univ, Texas A&M Transportat Inst, College Stn, TX 77843 USA
[4] Texas A&M Univ, Visualizat Dept, College Stn, TX 77843 USA
[5] Athens Univ Econ & Business, Dept Stat, Athens 10434, Greece
关键词
Biofeedback; distracted driving; sympathetic arousal; perspiration; thermal imaging; affective computing; cusum;
D O I
10.1109/TAFFC.2018.2883950
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Operating machinery while distracted is a dangerous behavior, often habitual, which is the source of accidents. Distracted driving in particular has assumed the form of an epidemic, fueled by the ubiquity of smartphone usage and the tendency to slip into absent-mindedness in tedious commutes. Here we show that a method capable of detecting and communicating overarousal trends associated with the onset of distractions, can pull the driver out of a downward psychophysiological spiral. The method is reliable, unobtrusive, and subtle in its intervention-all important characteristics for real-time corrections on human handling of critical machinery. Arousal estimation is performed by a conservative statistical filter acting upon the driver's perinasal perspiration signal, as this is continuously extracted from a thermal imaging feed. Overarousal notices are communicated via a visual indicator placed in the driver's peripheral vision. Using this method, we conducted a parallel group experiment, where a control CL (n = 23) and a biofeedback BF (n = 24) cohort were distracted mentally and physically while driving, with only the biofeedback group receiving the benefit of overarousal notification. Results show that heeding biofeedback notices, cuts dramatically the time BF subjects are engaged in distractions with respect to the control group, significantly reducing their arousal levels and improving their driving behaviors in the context of a typical commute.
引用
收藏
页码:453 / 465
页数:13
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