Path Tracking of Mining Vehicles Based on Nonlinear Model Predictive Control

Author:

Bai Guoxing,Liu Li,Meng YuORCID,Luo Weidong,Gu Qing,Ma Baoquan

Abstract

Path tracking of mining vehicles plays a significant role in reducing the working time of operators in the underground environment. Because the existing path tracking control of mining vehicles, based on model predictive control, is not very effective when the longitudinal velocity of the vehicle is above 2 m/s, we have devised a new controller based on nonlinear model predictive control. Then, we compare this new controller with the existing model predictive controller. In the results of our simulation, the tracking accuracy of our controller at the longitudinal velocity of 4 m/s is close to that of the existing model predictive controller, at the longitudinal velocity of 2 m/s. When longitudinal velocity is 4 m/s, the existing model predictive controller cannot drive the mining vehicle to track the given path, but our nonlinear model predictive controller can, and the maximum displacement error and heading error are 0.1382 m and 0.0589 rad, respectively. According to these results, we believe that this nonlinear model predictive controller can be used to improve the performance of the path tracking of mining vehicles.

Funder

the National Key Research and Development Program of China

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Cited by 43 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A Novel Fuzzy Logic Switched MPC for Efficient Path Tracking of Articulated Steering Vehicles;Robotics;2024-09-05

2. A Novel Iterative Learning-Model Predictive Control Algorithm for Accurate Path Tracking of Articulated Steering Vehicles;IEEE Robotics and Automation Letters;2024-08

3. Selection of Reference Points for Path Tracking Control Based on Rolling Prediction;2024 39th Youth Academic Annual Conference of Chinese Association of Automation (YAC);2024-06-07

4. Path-Following Control of Unmanned Vehicles Based on Optimal Preview Time Model Predictive Control;World Electric Vehicle Journal;2024-05-21

5. Research on Trajectory Tracking of Unmanned Vehicle Based on Soft Constraint Model Predictive Control;2024 5th International Seminar on Artificial Intelligence, Networking and Information Technology (AINIT);2024-03-29

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3