Lane-change detection based on individual driving style |
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Authors: | Hanwool Woo Yonghoon Ji Yusuke Tamura Yasuhide Kuroda Takashi Sugano Yasunori Yamamoto |
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Affiliation: | 1. Department of Intelligent Mechatronics, Akita Prefectural University, Akita, Japan;2. Department of Precision Engineering, The University of Tokyo, Tokyo, Japanwoo@akita-pu.ac.jp https://orcid.org/0000-0002-8586-4304;4. Department of Precision Mechanics, Chuo University, Tokyo, Japan;5. Graduate School of Engineering, The University of Tokyo, Tokyo, Japan;6. Mazda Motor Corporation, Yokohama, Japan;7. Mazda Motor Corporation, Hiroshima, Japan |
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Abstract: | This paper presents a novel method to detect when a vehicle is changing lanes by considering individual driving styles. Some previous works have focused on the relation between lane changes and driving styles; however, the detection method of lane changes while considering driving styles is still not reported. The proposed method extracts a new feature to appropriately describe driving styles based on drivers' risk taking behavior when following the preceding vehicle. Based on the driving style of the target vehicle, performing a lane change is estimated at each time step. The determined driving style is used as input for the lane-change detection method based on the gap acceptance model, and it is integrated with the detection method based on vehicle movements. Experiments are used to demonstrate that the proposed method considerably improves detection performance. |
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Keywords: | Lane-change detection driving style gap acceptance model driving-intention estimation |
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