Dominant driving operations in curve sections differentiating skilled and unskilled drivers

Shuguang Li, Shigeyuki Yamabe, Yoichi Sato, Takayuki Hirasawa, Suda Yoshihiro, P. N. Chandrasiri, Kazunari Nawa, Takeshi Matsumura, Koji Taguchi

研究成果: Conference contribution

抄録

Our objective is to develop a new driving assist system that can help low-skilled drivers improve their driving skill. In this paper, we describe a statistical method we have developed to extract distinctions between high- and low-skilled drivers. There are three key contributions. The first is the introduction of wavelet transform to analyze the frequency character of driver operations. The second is a feature extraction technology based on AdaBoost, which selects a small number of critical operation features between high- and low-skilled drivers. The third is a simple definition for high- and low-skilled drivers. We performed a series of experiments using a driving simulator on a specially designed course including several curves and then used the proposed method to extract driving operation features showing the difference between the two groups.

本文言語English
ホスト出版物のタイトルProceedings of the FISITA 2012 World Automotive Congress
出版社Springer Verlag
ページ59-72
ページ数14
VOL. 12
ISBN(印刷版)9783642338373
DOI
出版ステータスPublished - 2013
外部発表はい
イベントFISITA 2012 World Automotive Congress - Beijing, China
継続期間: 2012 11 272012 11 30

出版物シリーズ

名前Lecture Notes in Electrical Engineering
番号VOL. 12
200 LNEE
ISSN(印刷版)1876-1100
ISSN(電子版)1876-1119

Conference

ConferenceFISITA 2012 World Automotive Congress
国/地域China
CityBeijing
Period12/11/2712/11/30

ASJC Scopus subject areas

  • 産業および生産工学

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