A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model

To achieve the goal of driver-less underground mining truck, a fuzzy hyperbolic tangent model is established for path tracking on an underground articulated mining truck. Firstly, the sample data of parameters are collected by the driver controlling articulated vehicle at a speed of 3 m/s, including...

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Main Authors: Guangsi Shi, Jue Yang, Xuan Zhao, Yanfeng Li, Yalun Zhao, Jian Li
Format: Article
Language:English
Published: Wiley 2016-01-01
Series:Journal of Control Science and Engineering
Online Access:http://dx.doi.org/10.1155/2016/9072831
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author Guangsi Shi
Jue Yang
Xuan Zhao
Yanfeng Li
Yalun Zhao
Jian Li
author_facet Guangsi Shi
Jue Yang
Xuan Zhao
Yanfeng Li
Yalun Zhao
Jian Li
author_sort Guangsi Shi
collection DOAJ
description To achieve the goal of driver-less underground mining truck, a fuzzy hyperbolic tangent model is established for path tracking on an underground articulated mining truck. Firstly, the sample data of parameters are collected by the driver controlling articulated vehicle at a speed of 3 m/s, including both the lateral position deviation and the variation of heading angle deviation. Then, according to the improved adaptive BP neural network model and deriving formula of mediation rate of error estimator by the method of Cauchy robust, the weights are identified. Finally, H-infinity control controller is designed to control steering angle. The results of hardware-in-the-loop simulation show that lateral position deviation, heading angle deviation, and steering angle of the vehicle can be controlled, respectively, at 0.024 m, 0.08 rad, and 0.21 rad. All the deviations are asymptotically stable, and error control is in less than 2%. The method is demonstrated to be effective and reliable in path tracking for the underground vehicles.
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id doaj-art-36db1e8d6d5f432d8a95080250119e8e
institution OA Journals
issn 1687-5249
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language English
publishDate 2016-01-01
publisher Wiley
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series Journal of Control Science and Engineering
spelling doaj-art-36db1e8d6d5f432d8a95080250119e8e2025-08-20T02:07:41ZengWileyJournal of Control Science and Engineering1687-52491687-52572016-01-01201610.1155/2016/90728319072831A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent ModelGuangsi Shi0Jue Yang1Xuan Zhao2Yanfeng Li3Yalun Zhao4Jian Li5School of Mechanical Engineering, University of Science & Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science & Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science & Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science & Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science & Technology Beijing, Beijing 100083, ChinaSchool of Mechanical Engineering, University of Science & Technology Beijing, Beijing 100083, ChinaTo achieve the goal of driver-less underground mining truck, a fuzzy hyperbolic tangent model is established for path tracking on an underground articulated mining truck. Firstly, the sample data of parameters are collected by the driver controlling articulated vehicle at a speed of 3 m/s, including both the lateral position deviation and the variation of heading angle deviation. Then, according to the improved adaptive BP neural network model and deriving formula of mediation rate of error estimator by the method of Cauchy robust, the weights are identified. Finally, H-infinity control controller is designed to control steering angle. The results of hardware-in-the-loop simulation show that lateral position deviation, heading angle deviation, and steering angle of the vehicle can be controlled, respectively, at 0.024 m, 0.08 rad, and 0.21 rad. All the deviations are asymptotically stable, and error control is in less than 2%. The method is demonstrated to be effective and reliable in path tracking for the underground vehicles.http://dx.doi.org/10.1155/2016/9072831
spellingShingle Guangsi Shi
Jue Yang
Xuan Zhao
Yanfeng Li
Yalun Zhao
Jian Li
A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model
Journal of Control Science and Engineering
title A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model
title_full A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model
title_fullStr A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model
title_full_unstemmed A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model
title_short A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model
title_sort h infinity control for path tracking with fuzzy hyperbolic tangent model
url http://dx.doi.org/10.1155/2016/9072831
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