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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...

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Autores principales: Chen, Huipeng, Zheng, Yingjie, Chen, Sen, Zhu, Shaopeng, Gao, Jian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
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.
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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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