Lateral stability regulation of intelligent electric vehicle based on model predictive control
Purpose - This paper studies the lateral stability regulation of intelligent electric vehicle (EV) based on model predictive control (MPC) algorithm. Design/methodology/approach - Firstly, the bicycle model is adopted in the system modelling process. To improve the accuracy, the lateral stiffness of...
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Format: | Article |
Language: | English |
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Tsinghua University Press
2021-12-01
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Series: | Journal of Intelligent and Connected Vehicles |
Subjects: | |
Online Access: | https://www.emerald.com/insight/content/doi/10.1108/JICV-03-2021-0005/full/pdf?title=lateral-stability-regulation-of-intelligent-electric-vehicle-based-on-model-predictive-control |
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author | Cong Li YunFeng Xie Gang Wang XianFeng Zeng Hui Jing |
author_facet | Cong Li YunFeng Xie Gang Wang XianFeng Zeng Hui Jing |
author_sort | Cong Li |
collection | DOAJ |
description | Purpose - This paper studies the lateral stability regulation of intelligent electric vehicle (EV) based on model predictive control (MPC) algorithm. Design/methodology/approach - Firstly, the bicycle model is adopted in the system modelling process. To improve the accuracy, the lateral stiffness of front and rear tire is estimated using the real-time yaw rate acceleration and lateral acceleration of the vehicle based on the vehicle dynamics. Then the constraint of input and output in the model predictive controller is designed. Soft constraints on the lateral speed of the vehicle are designed to guarantee the solved persistent feasibility and enforce the vehicle’s sideslip angle within a safety range. Findings - The simulation results show that the proposed lateral stability controller based on the MPC algorithm can improve the handling and stability performance of the vehicle under complex working conditions. Originality/value - The MPC schema and the objective function are established. The integrated active front steering/direct yaw moments control strategy is simultaneously adopted in the model. The vehicle’s sideslip angle is chosen as the constraint and is controlled in stable range. The online estimation of tire stiffness is performed. The vehicle’s lateral acceleration and the yaw rate acceleration are modelled into the two-degree-of-freedom equation to solve the tire cornering stiffness in real time. This can ensure the accuracy of model. |
first_indexed | 2024-03-08T07:11:48Z |
format | Article |
id | doaj.art-a69b535046a54520bb989e8533cea791 |
institution | Directory Open Access Journal |
issn | 2399-9802 |
language | English |
last_indexed | 2024-03-08T07:11:48Z |
publishDate | 2021-12-01 |
publisher | Tsinghua University Press |
record_format | Article |
series | Journal of Intelligent and Connected Vehicles |
spelling | doaj.art-a69b535046a54520bb989e8533cea7912024-02-03T02:37:51ZengTsinghua University PressJournal of Intelligent and Connected Vehicles2399-98022021-12-014310411410.1108/JICV-03-2021-0005674626Lateral stability regulation of intelligent electric vehicle based on model predictive controlCong Li0YunFeng Xie1Gang Wang2XianFeng Zeng3Hui Jing4Guilin University of Aerospace Technology, Guilin, ChinaGuilin University of Aerospace Technology, Guilin, ChinaGuilin University of Electronic Technology, Guilin, ChinaHuizhou Desay SV Automotive, Co., Ltd, Huizhou, ChinaGuilin University of Electronic Technology, Guilin, ChinaPurpose - This paper studies the lateral stability regulation of intelligent electric vehicle (EV) based on model predictive control (MPC) algorithm. Design/methodology/approach - Firstly, the bicycle model is adopted in the system modelling process. To improve the accuracy, the lateral stiffness of front and rear tire is estimated using the real-time yaw rate acceleration and lateral acceleration of the vehicle based on the vehicle dynamics. Then the constraint of input and output in the model predictive controller is designed. Soft constraints on the lateral speed of the vehicle are designed to guarantee the solved persistent feasibility and enforce the vehicle’s sideslip angle within a safety range. Findings - The simulation results show that the proposed lateral stability controller based on the MPC algorithm can improve the handling and stability performance of the vehicle under complex working conditions. Originality/value - The MPC schema and the objective function are established. The integrated active front steering/direct yaw moments control strategy is simultaneously adopted in the model. The vehicle’s sideslip angle is chosen as the constraint and is controlled in stable range. The online estimation of tire stiffness is performed. The vehicle’s lateral acceleration and the yaw rate acceleration are modelled into the two-degree-of-freedom equation to solve the tire cornering stiffness in real time. This can ensure the accuracy of model.https://www.emerald.com/insight/content/doi/10.1108/JICV-03-2021-0005/full/pdf?title=lateral-stability-regulation-of-intelligent-electric-vehicle-based-on-model-predictive-controlintelligent electric vehiclemodel predictive controllateral stability control |
spellingShingle | Cong Li YunFeng Xie Gang Wang XianFeng Zeng Hui Jing Lateral stability regulation of intelligent electric vehicle based on model predictive control Journal of Intelligent and Connected Vehicles intelligent electric vehicle model predictive control lateral stability control |
title | Lateral stability regulation of intelligent electric vehicle based on model predictive control |
title_full | Lateral stability regulation of intelligent electric vehicle based on model predictive control |
title_fullStr | Lateral stability regulation of intelligent electric vehicle based on model predictive control |
title_full_unstemmed | Lateral stability regulation of intelligent electric vehicle based on model predictive control |
title_short | Lateral stability regulation of intelligent electric vehicle based on model predictive control |
title_sort | lateral stability regulation of intelligent electric vehicle based on model predictive control |
topic | intelligent electric vehicle model predictive control lateral stability control |
url | https://www.emerald.com/insight/content/doi/10.1108/JICV-03-2021-0005/full/pdf?title=lateral-stability-regulation-of-intelligent-electric-vehicle-based-on-model-predictive-control |
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