An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads

Author:

Yu LingliORCID,Wu HanzhaoORCID,Liu Chongliang,Jiao Hao

Abstract

Thanks to their strong maneuverability and high load capacity, car-like robots with non-holonomic constraints are often used in logistics to improve efficiency. However, it is difficult to plan a safe and smooth optimal path in real time on the restricted narrow roads of the logistics park. To solve this problem, an optimization-based motion planning method inspired by the Timed-Elastic-Band algorithm is proposed, called Narrow-Roads-Timed-Elastic-Band (NRTEB). Three optimization modules are added to the inner and outer workflow of the Timed-Elastic-Band framework. The simulation results show that the proposed method achieves safe reversing planning on narrow roads while the jerk of the trajectory is reduced by 72.11% compared to the original method. Real-world experiments reveal that the proposed method safely and smoothly avoids dynamic obstacles in real time when navigating forward and backward. The motion planner provides a safer and smoother trajectory for car-like robots on narrow roads in real time, which greatly enhances the safety, robustness and reliability of the Timed-Elastic-Band planner in logistics parks.

Funder

National Natural Science Foundation of China

Natural Science Foundation of Hunan Province

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

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1. Mobile Robot Multi-Objective Trajectory Planning with Velocity obstacles;2024 Second International Conference on Emerging Trends in Information Technology and Engineering (ICETITE);2024-02-22

2. Autonomous Exploration Motion Planning Method for Mobile Robot Based on Predicted Paths;2023 China Automation Congress (CAC);2023-11-17

3. A Comparison of Local Planner Algorithms for a ROS-based Omnidirectional Mobile Robot;2023 8th International Conference on Robotics and Automation Engineering (ICRAE);2023-11-17

4. Deep reinforcement learning-aided autonomous navigation with landmark generators;Frontiers in Neurorobotics;2023-08-22

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