Tracailer: An Efficient Trajectory Planner for Tractor-Trailer Vehicles in Unstructured Environments
Xu, Long, Chai, Kaixin, An, Boyuan, Gan, Jiaxiang, Wang, Qianhao, Zhou, Yuan, Li, Xiaoying, Lin, Junxiao, Han, Zhichao, Xu, Chao, Cao, Yanjun, Gao, Fei
–arXiv.org Artificial Intelligence
-- The tractor-trailer vehicle (robot) consists of a drivable tractor and one or more non-drivable trailers connected via hitches. Compared to typical car-like robots, the addition of trailers provides greater transportation capability. However, this also complicates motion planning due to the robot's complex kinematics, high-dimensional state space, and deformable structure. T o efficiently plan safe, time-optimal trajectories that adhere to the kinematic constraints of the robot and address the challenges posed by its unique features, this paper introduces a lightweight, compact, and high-order smooth trajectory representation for tractor-trailer robots. Based on it, we design an efficiently solvable spatio-temporal trajectory optimization problem. T o deal with deformable structures, which leads to difficulties in collision avoidance, we fully leverage the collision-free regions of the environment, directly applying deformations to trajectories in continuous space. This approach not requires constructing safe regions from the environment using convex approximations through collision-free seed points before each optimization, avoiding the loss of the solution space, thus reducing the dependency of the optimization on initial values. Moreover, a multi-terminal fast path search algorithm is proposed to generate the initial values for optimization. Extensive simulation experiments demonstrate that our approach achieves several-fold improvements in efficiency compared to existing algorithms, while also ensuring lower curvature and trajectory duration. I NTRODUCTION In recent years, autonomous driving has gained a lot of interest and great growth due to its potential social benefits. While when large cargoes need to be transported on the ground, people will turn their attention to tractor-trailer systems, such as semi-trucks, as they can carry more via trailers. Tractor-trailer robots are a class of vehicles consisting of a driveable tractor and many unpowered trailers.
arXiv.org Artificial Intelligence
Feb-27-2025
- Country:
- Asia
- Middle East > Republic of Türkiye
- Karaman Province > Karaman (0.04)
- China > Zhejiang Province
- Hangzhou (0.04)
- Middle East > Republic of Türkiye
- Asia
- Genre:
- Research Report (0.40)
- Industry:
- Transportation > Ground > Road (1.00)
- Technology: