Risk Driving Behaviors Detection Using Pressure Cushion

被引:1
|
作者
Yang, Zhenhai [1 ]
Yu, Meng [1 ]
Li, Wenfeng [1 ]
Ma, Congcong [1 ]
Gravina, Raffaele [2 ]
Fortino, Giancarlo [2 ]
机构
[1] Wuhan Univ Technol, Sch Logist Engn, Wuhan, Hubei, Peoples R China
[2] Univ Calabria, Dept Informat Modeling Elect & Syst, Arcavacata Di Rende, Italy
基金
中国国家自然科学基金;
关键词
Risk driving; Behavior recognition; Posture detection; Smart cushion; Pressure sensor; INTERFACE;
D O I
10.1007/978-3-319-97795-9_15
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the increasing frequency of traffic accidents, traffic safety has attracted attention of the researchers. Most of the traffic accidents are related to the driver's risky behavior or some improper driving habits, such as leaning against the window/door, picking up things, or looking backwards when driving at high speed. In this paper, to detect such risky behaviors, we propose a decision tree for classification that recognizes four kinds of driving behaviors: normal driving, looking backwards, leaning against the window and picking up things. A time series of pressure data were measured from a mat with 2 x 2 pressure sensors which are distributed on the driver seat. Regarding the preprocessing phase, a digital filter is used for noise reduction. Results show that our method can achieve an average recognition rate of 88.25%.
引用
收藏
页码:161 / 172
页数:12
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