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

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...

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Detalles Bibliográficos
Autores principales: Yu, Lingli, Wu, Hanzhao, Liu, Chongliang, Jiao, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9696087/
https://www.ncbi.nlm.nih.gov/pubmed/36433551
http://dx.doi.org/10.3390/s22228948
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author Yu, Lingli
Wu, Hanzhao
Liu, Chongliang
Jiao, Hao
author_facet Yu, Lingli
Wu, Hanzhao
Liu, Chongliang
Jiao, Hao
author_sort Yu, Lingli
collection PubMed
description 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.
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spelling pubmed-96960872022-11-26 An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads Yu, Lingli Wu, Hanzhao Liu, Chongliang Jiao, Hao Sensors (Basel) Article 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. MDPI 2022-11-18 /pmc/articles/PMC9696087/ /pubmed/36433551 http://dx.doi.org/10.3390/s22228948 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yu, Lingli
Wu, Hanzhao
Liu, Chongliang
Jiao, Hao
An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads
title An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads
title_full An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads
title_fullStr An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads
title_full_unstemmed An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads
title_short An Optimization-Based Motion Planner for Car-like Logistics Robots on Narrow Roads
title_sort optimization-based motion planner for car-like logistics robots on narrow roads
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9696087/
https://www.ncbi.nlm.nih.gov/pubmed/36433551
http://dx.doi.org/10.3390/s22228948
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