Modeling And Control Of Lane Keeping System For Autonomous Vehicle

Control of autonomous ground vehicle has been one of the most vital topic of research in recent times. Among many features, lane keeping of ground vehicle has caught the attention of the researchers for its immense need in the passenger cars to avoid accidents and congestion. In this research a m...

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第一著者: Ahmed, Sharmin
フォーマット: 学位論文
言語:英語
出版事項: 2016
主題:
オンライン・アクセス:http://eprints.usm.my/45772/
Abstract Abstract here
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author Ahmed, Sharmin
author_facet Ahmed, Sharmin
author_sort Ahmed, Sharmin
description Control of autonomous ground vehicle has been one of the most vital topic of research in recent times. Among many features, lane keeping of ground vehicle has caught the attention of the researchers for its immense need in the passenger cars to avoid accidents and congestion. In this research a mathematical model of ground vehicle is developed from the lateral dynamics. The steering angle and the road curvature acts as the control input and the disturbance input of the vehicle respectively. Then with the help of conventional control method the vehicle is controlled to keep the lane. Later, model predictive control is applied for controlling the vehicle model. For both conventional and model predictive control approaches, the stability and robustness of the closed loop control system is conducted on dry and wet road condition. For robustness analysis, parametric uncertainty is added in the vehicle model, where road-tire friction coefficient and look ahead distance are assumed as uncertain parameters. Robustness of the proportional, integral, derivative control is not satisfactory in the presence of parametric uncertainty but the model predictive controller is robust enough in the presence of uncertain road-tire friction coefficient and look ahead distance.
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spelling usm-457722020-10-22T03:03:18Z http://eprints.usm.my/45772/ Modeling And Control Of Lane Keeping System For Autonomous Vehicle Ahmed, Sharmin T Technology TK7868.D5 Digital electronics and Electronic circuit design Control of autonomous ground vehicle has been one of the most vital topic of research in recent times. Among many features, lane keeping of ground vehicle has caught the attention of the researchers for its immense need in the passenger cars to avoid accidents and congestion. In this research a mathematical model of ground vehicle is developed from the lateral dynamics. The steering angle and the road curvature acts as the control input and the disturbance input of the vehicle respectively. Then with the help of conventional control method the vehicle is controlled to keep the lane. Later, model predictive control is applied for controlling the vehicle model. For both conventional and model predictive control approaches, the stability and robustness of the closed loop control system is conducted on dry and wet road condition. For robustness analysis, parametric uncertainty is added in the vehicle model, where road-tire friction coefficient and look ahead distance are assumed as uncertain parameters. Robustness of the proportional, integral, derivative control is not satisfactory in the presence of parametric uncertainty but the model predictive controller is robust enough in the presence of uncertain road-tire friction coefficient and look ahead distance. 2016-03 Thesis NonPeerReviewed application/pdf en http://eprints.usm.my/45772/1/Modeling%20And%20Control%20Of%20Lane%20Keeping%20System%20For%20Autonomous%20Vehicle.pdf Ahmed, Sharmin (2016) Modeling And Control Of Lane Keeping System For Autonomous Vehicle. Masters thesis, Universiti Sains Malaysia.
spellingShingle T Technology
TK7868.D5 Digital electronics and Electronic circuit design
Ahmed, Sharmin
Modeling And Control Of Lane Keeping System For Autonomous Vehicle
title Modeling And Control Of Lane Keeping System For Autonomous Vehicle
title_full Modeling And Control Of Lane Keeping System For Autonomous Vehicle
title_fullStr Modeling And Control Of Lane Keeping System For Autonomous Vehicle
title_full_unstemmed Modeling And Control Of Lane Keeping System For Autonomous Vehicle
title_short Modeling And Control Of Lane Keeping System For Autonomous Vehicle
title_sort modeling and control of lane keeping system for autonomous vehicle
topic T Technology
TK7868.D5 Digital electronics and Electronic circuit design
url http://eprints.usm.my/45772/
work_keys_str_mv AT ahmedsharmin modelingandcontroloflanekeepingsystemforautonomousvehicle