Presentation 2017-02-21
A Study on Behavior Classification based on Driving Data for Moved Trajectory Correction of Motorcycle
Shun Kimura, Hiroyuki Hatano, Masahiro Fujii, Atsushi Ito, Yu Watanabe, Tomoya Kitani,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) Motorcycles have characters that are susceptible to road surface conditions and move the full range in lanes. By these characteristics, it is possible to estimate abnormality of the road surface. In order to realize the estimation, it is necessary to obtain an accurate movement trajectory by the position information based on the Global Positioning System (GPS). However, the position information has a positioning error. Therefore, it is necessary to correct the position information in order to obtain an accurate movement trajectory. In this research, we are investigating a method to detect errors in the movement trajectory by GPS. Our method uses the behavior classification based on driving data of motorcycles. In this paper, we will propose the behavior classification method based on the driving data such as gyro sensor. We will consider feature-values for behavior classification method. Moreover, we will show characteristic of feature-values.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) ITS / GPS / Behavior sensing / Machine lerning / Motorcycle / Behaivior classification
Paper # ITS2016-74,IE2016-132
Date of Issue 2017-02-13 (ITS, IE)

Conference Information
Committee IE / ITS / ITE-AIT / ITE-HI / ITE-ME / ITE-MMS / ITE-CE
Conference Date 2017/2/20(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Hokkaido Univ.
Topics (in Japanese) (See Japanese page)
Topics (in English) Image Processing, etc.
Chair Seishi Takamura(NTT) / Tomotaka Nagaosa(Kanto Gakuin Univ.) / Tokiichiro Takahashi(TDU) / Masayuki Sato(Univ. of Kitakyushu) / Miki Haseyama(Hokkaido Univ.) / Eiichi Miyashita(NHK) / Koji Minami(Mitsubishi Electric Corp.)
Vice Chair Takayuki Hamamoto(Tokyo Univ. of Science) / Atsuro Ichigaya(NHK) / Masahiro Fujii(Utsunomiya Univ.) / Tomotaka Wada(Kansai Univ.) / / / Norio Tagawa(Tokyo Metropolitan Univ.)
Secretary Takayuki Hamamoto(NTT) / Atsuro Ichigaya(Chiba Inst. of Tech.) / Masahiro Fujii(Meiji Univ.) / Tomotaka Wada(AIST) / (Tokyo Polytechnic Univ.) / (NICT) / Norio Tagawa(NTT) / (NHK) / (NHK)
Assistant Kei Kawamura(KDDI R&D Labs.) / Keita Takahashi(Nagoya Univ.) / Tetsuya Manabe(Saitama Univ.) / Yanlei Gu(Univ. of Tokyo) / Koichiro Hashiura(Akita Pref. Univ.)

Paper Information
Registration To Technical Committee on Image Engineering / Technical Committee on Intelligent Transport Systems Technology / Technical Group on Artistic Image Technology / Technical Group on Human Inormation / Technical Group on Media Engineering / Technical Group on Multi-media Storage / Technical Group on Consumer Electronics
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) A Study on Behavior Classification based on Driving Data for Moved Trajectory Correction of Motorcycle
Sub Title (in English)
Keyword(1) ITS
Keyword(2) GPS
Keyword(3) Behavior sensing
Keyword(4) Machine lerning
Keyword(5) Motorcycle
Keyword(6) Behaivior classification
1st Author's Name Shun Kimura
1st Author's Affiliation Utsunomiya University(Utsunomiya Univ.)
2nd Author's Name Hiroyuki Hatano
2nd Author's Affiliation Utsunomiya University(Utsunomiya Univ.)
3rd Author's Name Masahiro Fujii
3rd Author's Affiliation Utsunomiya University(Utsunomiya Univ.)
4th Author's Name Atsushi Ito
4th Author's Affiliation Utsunomiya University(Utsunomiya Univ.)
5th Author's Name Yu Watanabe
5th Author's Affiliation Utsunomiya University(Utsunomiya Univ.)
6th Author's Name Tomoya Kitani
6th Author's Affiliation Shizuoka University(Shizuoka Univ.)
Date 2017-02-21
Paper # ITS2016-74,IE2016-132
Volume (vol) vol.116
Number (no) ITS-463,IE-464
Page pp.pp.405-410(ITS), pp.405-410(IE),
#Pages 6
Date of Issue 2017-02-13 (ITS, IE)