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自動運転arXiv:2012.15164

トラック運転者の挙動分析に基づく自動運転の車線変更スタイル設計

Analysis of Truck Driver Behavior to Design Different Lane Change Styles in Automated Driving

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トラック運転者の挙動をモデル化し、積極的・中庸・保守的な3つの自動車線変更スタイルを設計。シミュレータ実験で運転者がスタイルを区別でき、安全性・信頼性ともに許容されると確認した。

著者: Zheng Wang, Muhua Guan, Jin Lan, Bo Yang, Tsutomu Kaizuka, Junichi Taki, Kimihiko Nakano

分類: cs.RO, cs.HC, cs.SY, eess.SY

原文アブストラクト

Lane change is a very demanding driving task and number of traffic accidents are induced by mistaken maneuvers. An automated lane change system has the potential to reduce driver workload and to improve driving safety. One challenge is how to improve driver acceptance on the automated system. From the viewpoint of human factors, an automated system with different styles would improve user acceptance as the drivers can adapt the style to different driving situations. This paper proposes a method to design different lane change styles in automated driving by analysis and modeling of truck driver behavior. A truck driving simulator experiment with 12 participants was conducted to identify the driver model parameters and three lane change styles were classified as the aggressive, medium, and conservative ones. The proposed automated lane change system was evaluated by another truck driving simulator experiment with the same 12 participants. Moreover, the effect of different driving styles on driver experience and acceptance was evaluated. The evaluation results demonstrate that the different lane change styles could be distinguished by the drivers; meanwhile, the three styles were overall evaluated as acceptable on safety issues and reliable by the human drivers. This study provides insight into designing the automated driving system with different driving styles and the findings can be applied to commercial automated trucks.

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