| Paper Abstract and Keywords |
| Presentation |
2023-03-06 14:02
Clustering Method of Driving Scene using Coupled-GP-HSMM
-- Evaluation of Relationship between Road Gradient and Braking Operation --
Taiga Matsunaga, Ginnojo Muto, Daichi Yanagihara, Kohjiro Hashimoto (Suwa Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper examines a clustering method for driving behavior data. Here, it is assumed that the driving scene is defined by the relationship between the surrounding situation and the operation. Then, Coupled-GP-HSMM is evaluated as a clustering method for driving situations. In the experiment, road slope data is used as situation data, and brake data is used as operation data, and scenes with a strong relationship between the two are extracted as driving scenes. Then, its effectiveness is evaluated based on actual driving environment conditions. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Analysis of Driving Behavior / Time Series Clustering / / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 47, no. 9, AIT2023-62, pp. 101-102, March 2023. |
| Paper # |
AIT2023-62 |
| Date of Issue |
2023-02-27 (AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
AIT IIEEJ AS CG-ARTS |
| Conference Date |
2023-03-06 - 2023-03-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tokyo Polytechnic Univ. (Nakano) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Expressive Japan 2023 |
| Paper Information |
| Registration To |
AIT |
| Conference Code |
2023-03-AIT-IIEEJ-AS-ARTS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Clustering Method of Driving Scene using Coupled-GP-HSMM |
| Sub Title (in English) |
Evaluation of Relationship between Road Gradient and Braking Operation |
| Keyword(1) |
Analysis of Driving Behavior |
| Keyword(2) |
Time Series Clustering |
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| 1st Author's Name |
Taiga Matsunaga |
| 1st Author's Affiliation |
Suwa University of Science (Suwa Univ.) |
| 2nd Author's Name |
Ginnojo Muto |
| 2nd Author's Affiliation |
Suwa University of Science (Suwa Univ.) |
| 3rd Author's Name |
Daichi Yanagihara |
| 3rd Author's Affiliation |
Suwa University of Science (Suwa Univ.) |
| 4th Author's Name |
Kohjiro Hashimoto |
| 4th Author's Affiliation |
Suwa University of Science (Suwa Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-06 14:02:00 |
| Presentation Time |
12 minutes |
| Registration for |
AIT |
| Paper # |
AIT2023-62 |
| Volume (vol) |
vol.47 |
| Number (no) |
no.9 |
| Page |
pp.101-102 |
| #Pages |
2 |
| Date of Issue |
2023-02-27 (AIT) |