Automatic Detection of Driver's Awareness with Cognitive Task from Driving Behavior
被引:0
|
作者:
Chakraborty, Basabi
论文数: 0引用数: 0
h-index: 0
机构:
Iwate Prefectural Univ, Fac Software & Informat Sci, 152-52 Sugo, Takizawamura, Iwate 0200193, JapanIwate Prefectural Univ, Fac Software & Informat Sci, 152-52 Sugo, Takizawamura, Iwate 0200193, Japan
Chakraborty, Basabi
[1
]
Nakano, Kotaro
论文数: 0引用数: 0
h-index: 0
机构:
Iwate Prefectural Univ, Grad Sch Software & Informat Sci, 152-52 Sugo, Takizawamura, Iwate 0200193, JapanIwate Prefectural Univ, Fac Software & Informat Sci, 152-52 Sugo, Takizawamura, Iwate 0200193, Japan
Nakano, Kotaro
[2
]
机构:
[1] Iwate Prefectural Univ, Fac Software & Informat Sci, 152-52 Sugo, Takizawamura, Iwate 0200193, Japan
[2] Iwate Prefectural Univ, Grad Sch Software & Informat Sci, 152-52 Sugo, Takizawamura, Iwate 0200193, Japan
来源:
2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC)
|
2016年
关键词:
Driving awareness;
driving behavior;
driving distraction;
cognitive distraction;
cognitive task;
time series data analysis;
D O I:
暂无
中图分类号:
TP3 [计算技术、计算机技术];
学科分类号:
0812 ;
摘要:
Awareness or alertness while driving is extremely important for road safety. It is known that cognitive load due to multitasking affects driving alertness. In this work, possibilities of automatic detection of driver's distraction due to various cognitive tasks from driving behavior has been studied with simulation experiments in a driving simulator. Experiments are done with different types of driving situations (normal driving, driving with secondary cognitive tasks) in different road scenarios. Various time series data (such as steering wheel angle, brake stroke, accelerator stroke, car speed etc.) from sensors attached to car simulator have been analyzed with data mining algorithms. It has been found that driving behavior changes with statistical significance for varying cognitive tasks and also the change of driving behavior of individual person is reflected in different parameters of driving behavior.