Articles | Volume 16, issue 1
https://doi.org/10.5194/ms-16-1-2025
https://doi.org/10.5194/ms-16-1-2025
Research article
 | 
06 Jan 2025
Research article |  | 06 Jan 2025

Research on automated guided vehicle (AGV) path tracking control based on laser simultaneous localization and mapping (SLAM)

Wei Wang, Zhenhao Bao, Jiqiang Zheng, and Tianbo Wang

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Subject: Dynamics and Control | Techniques and Approaches: Experiment and Best Practice
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Cited articles

Hu, H. T., Yang, X. R., Xiao, S. C., and Wang, F. Y.: Anti-conflict AGV path planning in automated container terminals based on multi-agent reinforcement learning, Int J. Prod Res., 61, 65–80, https://doi.org/10.1080/00207543.2021.1998695, 2023. 
Hu, Y. J., Xie, F., Yang, J. Q., Zhao, J., Mao, Q., Zhao, F., and Liu, X. X.: Efficient Path Planning Algorithm Based on Laser SLAM and an Optimized Visibility Graph for Robots, Remote Sens-Basel., 16, 2938–2938, https://doi.org/10.3390/RS16162938, 2024. 
Li, J., Shi, C. H., Chen, J., Wang, R. S., Yang, Z. Y., Zhang, F., and Gong, J. H.: A monocular visual SLAM system augmented by lightweight deep local feature extractor using in-house and low-cost LIDAR-camera integrated device, Int. J. Digit Earth., 15, 1929–1946, https://doi.org/10.1080/17538947.2022.2138591, 2022. 
Li, Z. Y., Li, H. G., Liu, Y., Jin, L. Y., and Wang, C. Q.: Indoor fixed-point hovering control for UAVs based on visual inertial SLAM, Robot. Intell. Autom., 44, 648–657, https://doi.org/10.1108/RIA-06-2023-0081, 2024. 
Liu, D.: A data association algorithm for SLAM based on central difference joint compatibility criterion and clustering, Robotica, 39, 1674–1691, https://doi.org/10.1017/S0263574720001435,2021. 
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Short summary
In this paper, a fusion of the improved particle swarm algorithm and proportional–integral–derivative control algorithm in path tracking is investigated to improve the accuracy and robustness of path tracking of automated guided trolleys in complex environments. A robot operating system is introduced to provide a modular solution for the automated guided trolley system, which simplifies the integration of system components and provides a framework for system upgrading and expansion.