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Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC
This paper presents a shared steering control framework for lane keeping and obstacle avoidance based on multi-objective model predictive control. One of the control objectives is to track the reference trajectory, which is updated continuously by the trajectory planning module; whereas the other is...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8309538/ https://www.ncbi.nlm.nih.gov/pubmed/34300411 http://dx.doi.org/10.3390/s21144671 |
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author | Liang, Yang Yin, Zhishuai Nie, Linzhen |
author_facet | Liang, Yang Yin, Zhishuai Nie, Linzhen |
author_sort | Liang, Yang |
collection | PubMed |
description | This paper presents a shared steering control framework for lane keeping and obstacle avoidance based on multi-objective model predictive control. One of the control objectives is to track the reference trajectory, which is updated continuously by the trajectory planning module; whereas the other is to track the driver’s current steering command, so as to consider the driver’s intention. By adding the two control objectives to the cost function of an MPC shared controller, a smooth combination of the commands of the driver and the automation can be achieved through the optimization. The authority of the driver and the automation is allocated by adjusting the weights of the objective terms in the cost function, which is determined by the proposed situation assessment method considering the longitudinal and lateral risks simultaneously. The results of the CarSim-Matlab/Simulink joint simulations show that the proposed shared controller can assist the driver to complete the tasks of lane keeping and obstacle avoidance smoothly while maintaining a good level of vehicle stability. |
format | Online Article Text |
id | pubmed-8309538 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83095382021-07-25 Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC Liang, Yang Yin, Zhishuai Nie, Linzhen Sensors (Basel) Article This paper presents a shared steering control framework for lane keeping and obstacle avoidance based on multi-objective model predictive control. One of the control objectives is to track the reference trajectory, which is updated continuously by the trajectory planning module; whereas the other is to track the driver’s current steering command, so as to consider the driver’s intention. By adding the two control objectives to the cost function of an MPC shared controller, a smooth combination of the commands of the driver and the automation can be achieved through the optimization. The authority of the driver and the automation is allocated by adjusting the weights of the objective terms in the cost function, which is determined by the proposed situation assessment method considering the longitudinal and lateral risks simultaneously. The results of the CarSim-Matlab/Simulink joint simulations show that the proposed shared controller can assist the driver to complete the tasks of lane keeping and obstacle avoidance smoothly while maintaining a good level of vehicle stability. MDPI 2021-07-08 /pmc/articles/PMC8309538/ /pubmed/34300411 http://dx.doi.org/10.3390/s21144671 Text en © 2021 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 Liang, Yang Yin, Zhishuai Nie, Linzhen Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC |
title | Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC |
title_full | Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC |
title_fullStr | Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC |
title_full_unstemmed | Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC |
title_short | Shared Steering Control for Lane Keeping and Obstacle Avoidance Based on Multi-Objective MPC |
title_sort | shared steering control for lane keeping and obstacle avoidance based on multi-objective mpc |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8309538/ https://www.ncbi.nlm.nih.gov/pubmed/34300411 http://dx.doi.org/10.3390/s21144671 |
work_keys_str_mv | AT liangyang sharedsteeringcontrolforlanekeepingandobstacleavoidancebasedonmultiobjectivempc AT yinzhishuai sharedsteeringcontrolforlanekeepingandobstacleavoidancebasedonmultiobjectivempc AT nielinzhen sharedsteeringcontrolforlanekeepingandobstacleavoidancebasedonmultiobjectivempc |