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Optimal torque distribution of distributed driving AGV under the condition of centroid change
The torque distribution is researched under the condition of the centroid position of distributed drive automatic guided vehicle (AGV) with load platform and is uncertain due to the unknown movable load. The whole vehicle model under centroid variation, the efficiency model of the hub motor and the...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8560829/ https://www.ncbi.nlm.nih.gov/pubmed/34725439 http://dx.doi.org/10.1038/s41598-021-01038-3 |
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author | Liu, Wei Liu, Ping Yu, Yue Zhang, Qingjie Wan, Yidong Wang, Miufang |
author_facet | Liu, Wei Liu, Ping Yu, Yue Zhang, Qingjie Wan, Yidong Wang, Miufang |
author_sort | Liu, Wei |
collection | PubMed |
description | The torque distribution is researched under the condition of the centroid position of distributed drive automatic guided vehicle (AGV) with load platform and is uncertain due to the unknown movable load. The whole vehicle model under centroid variation, the efficiency model of the hub motor and the torque distribution control strategy based on a PID neural network are established. A hierarchical controller is designed to accurately ensure the economy and stability of the vehicle. Simulations of the proposed control strategy are conducted, the results show that the total power and lateral deviation distance of the driving wheels are reduced by 17.63% and 61.54% under low load conditions and 15.54% and 61.39% under high load conditions, respectively, compared with those of the driving wheels under the average torque distribution, and the goal of close slip rates of the driving wheels is achieved. A system prototype is developed and tested, and the experimental results agree with the simulation within error permissibility. The margin of error is less than 5.8%, the results demonstrate that the proposed control strategy is effective. This research can provide a theoretical and experimental basis for the torque optimization distribution of distributed drive AGVs under centroid variation conditions. |
format | Online Article Text |
id | pubmed-8560829 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85608292021-11-03 Optimal torque distribution of distributed driving AGV under the condition of centroid change Liu, Wei Liu, Ping Yu, Yue Zhang, Qingjie Wan, Yidong Wang, Miufang Sci Rep Article The torque distribution is researched under the condition of the centroid position of distributed drive automatic guided vehicle (AGV) with load platform and is uncertain due to the unknown movable load. The whole vehicle model under centroid variation, the efficiency model of the hub motor and the torque distribution control strategy based on a PID neural network are established. A hierarchical controller is designed to accurately ensure the economy and stability of the vehicle. Simulations of the proposed control strategy are conducted, the results show that the total power and lateral deviation distance of the driving wheels are reduced by 17.63% and 61.54% under low load conditions and 15.54% and 61.39% under high load conditions, respectively, compared with those of the driving wheels under the average torque distribution, and the goal of close slip rates of the driving wheels is achieved. A system prototype is developed and tested, and the experimental results agree with the simulation within error permissibility. The margin of error is less than 5.8%, the results demonstrate that the proposed control strategy is effective. This research can provide a theoretical and experimental basis for the torque optimization distribution of distributed drive AGVs under centroid variation conditions. Nature Publishing Group UK 2021-11-01 /pmc/articles/PMC8560829/ /pubmed/34725439 http://dx.doi.org/10.1038/s41598-021-01038-3 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Liu, Wei Liu, Ping Yu, Yue Zhang, Qingjie Wan, Yidong Wang, Miufang Optimal torque distribution of distributed driving AGV under the condition of centroid change |
title | Optimal torque distribution of distributed driving AGV under the condition of centroid change |
title_full | Optimal torque distribution of distributed driving AGV under the condition of centroid change |
title_fullStr | Optimal torque distribution of distributed driving AGV under the condition of centroid change |
title_full_unstemmed | Optimal torque distribution of distributed driving AGV under the condition of centroid change |
title_short | Optimal torque distribution of distributed driving AGV under the condition of centroid change |
title_sort | optimal torque distribution of distributed driving agv under the condition of centroid change |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8560829/ https://www.ncbi.nlm.nih.gov/pubmed/34725439 http://dx.doi.org/10.1038/s41598-021-01038-3 |
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