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Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm
The electric bus driven by the wheel-side motor has a natural advantage for the driving stability control of the vehicle because the torque of each driving wheel is independently controllable. Based on the advantages of the artificial neural network control algorithm, this paper designs a direct yaw...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9194107/ https://www.ncbi.nlm.nih.gov/pubmed/35711636 http://dx.doi.org/10.3389/fbioe.2022.905695 |
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author | Chen, Huipeng Zheng, Yingjie Chen, Sen Zhu, Shaopeng Gao, Jian |
author_facet | Chen, Huipeng Zheng, Yingjie Chen, Sen Zhu, Shaopeng Gao, Jian |
author_sort | Chen, Huipeng |
collection | PubMed |
description | The electric bus driven by the wheel-side motor has a natural advantage for the driving stability control of the vehicle because the torque of each driving wheel is independently controllable. Based on the advantages of the artificial neural network control algorithm, this paper designs a direct yaw torque control strategy based on neural network PID control, and combines the steering characteristics of the vehicle to distribute the driving torque. The co-simulation results of Matlab/Simulink and TruckSim show that the designed control strategy can effectively reduce the vehicle’s center of mass slip angle and lateral acceleration under medium and high speed conditions, and ensure the stable driving of the bus. |
format | Online Article Text |
id | pubmed-9194107 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91941072022-06-15 Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm Chen, Huipeng Zheng, Yingjie Chen, Sen Zhu, Shaopeng Gao, Jian Front Bioeng Biotechnol Bioengineering and Biotechnology The electric bus driven by the wheel-side motor has a natural advantage for the driving stability control of the vehicle because the torque of each driving wheel is independently controllable. Based on the advantages of the artificial neural network control algorithm, this paper designs a direct yaw torque control strategy based on neural network PID control, and combines the steering characteristics of the vehicle to distribute the driving torque. The co-simulation results of Matlab/Simulink and TruckSim show that the designed control strategy can effectively reduce the vehicle’s center of mass slip angle and lateral acceleration under medium and high speed conditions, and ensure the stable driving of the bus. Frontiers Media S.A. 2022-05-31 /pmc/articles/PMC9194107/ /pubmed/35711636 http://dx.doi.org/10.3389/fbioe.2022.905695 Text en Copyright © 2022 Chen, Zheng, Chen, Zhu and Gao. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Chen, Huipeng Zheng, Yingjie Chen, Sen Zhu, Shaopeng Gao, Jian Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm |
title | Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm |
title_full | Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm |
title_fullStr | Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm |
title_full_unstemmed | Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm |
title_short | Design of Distributed Drive Control Strategy for Wheel Side Rear Drive Electric Bus Based on Neural Network Algorithm |
title_sort | design of distributed drive control strategy for wheel side rear drive electric bus based on neural network algorithm |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9194107/ https://www.ncbi.nlm.nih.gov/pubmed/35711636 http://dx.doi.org/10.3389/fbioe.2022.905695 |
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