作者
Yanhong Wu, Zhiqiang Zuo, Yijing Wang, Qiaoni Han, Ji Li, Hongming Xu
发表日期
2024/5/27
期刊
IEEE Transactions on Intelligent Transportation Systems
出版商
IEEE
简介
This paper proposes a driver-centric data-driven model predictive control (DDMPC) strategy to improve driving comfort while maintaining driving safety of vehicular platoon. This strategy combines a data-driven model predictive controller and the driver-centric driving policy. The data-driven platoon model involving longitudinal-lateral dynamics is established with subspace identification to alleviate the adverse effects of uncertain dynamics. Then, a subspace predictor-based distributed data-driven model predictive controller is developed for vehicular platoon. To overcome the cutting-corner phenomenon on curved roads, the reference point is shifted from the preceding vehicle to an optimal corridor point behind it. In this way, a driver-centric driving policy is designed with a flexible spacing and soft control constraints to balance driving safety and driving comfort in terms of different driving styles. Finally, several …
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Y Wu, Z Zuo, Y Wang, Q Han, J Li, H Xu - IEEE Transactions on Intelligent Transportation …, 2024