Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1784838229752545280 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9696087 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT yulingli anoptimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT wuhanzhao anoptimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT liuchongliang anoptimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT jiaohao anoptimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT yulingli optimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT wuhanzhao optimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT liuchongliang optimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads AT jiaohao optimizationbasedmotionplannerforcarlikelogisticsrobotsonnarrowroads |