期刊文献+

基于MPC和模糊控制的智能汽车路径追踪研究 被引量:8

Research on intelligent Vehicle path tracking based on MPC and Fuzzy Control
下载PDF
导出
摘要 为提高智能汽车在高速工况下的路径跟踪精度,设计了基于MPC和模糊控制的轨迹跟踪控制器,基于MPC算法建立车辆单轨模型,通过控制前轮转角实现智能汽车对五阶多项式避障路径的跟踪;以横摆角速度及质心侧偏角误差值为双输入,通过模糊控制输出横摆力矩施加至车轮,以减少高速工况下轨迹的偏差.搭建CarSim/Simulink联合仿真模型进行验证,结果表明,文中的控制方法能减少高速工况下路径跟踪的偏差,跟踪效果良好. We proposed a trajectory tracking controller based on model predictive control(MPC)and fuzzy control to improve the path tracking accuracy of an intelligent vehicle at high speed.The vehicle monorail model was established based on the MPC algorithm,then we controlled the front wheel angle of the intelligent vehicle to track the fifth order polynomial path to avoid obstacles.We took the yaw rate and sideslip error of the center of mass as two inputs and used fuzzy control to output the yaw moment applying to the wheel to reduce the trajectory deviation under high-speed conditions.The CarSim/Simulink co-simulation model was established to evaluate our proposed method.The results show a great tracking effect as the controller can reduce the deviation of path tracking under high-speed conditions.
作者 石振新 冯剑波 王衍学 SHI Zhenxin;FENG Jianbo;WANG Yanxue(Beijing University of Civil Engineering and Architecture, Beijing 102616,China)
机构地区 北京建筑大学
出处 《车辆与动力技术》 2022年第2期7-11,共5页 Vehicle & Power Technology
基金 国家自然科学基金项目(51875032)。
关键词 模糊控制 模型预测控制 轨迹跟踪 智能汽车 fuzzy control model predictive control trajectory tracking smart car
  • 相关文献

参考文献6

二级参考文献31

  • 1马莹,王建强,徐友春,李克强.智能车辆车道保持系统[J].ITS通讯,2004,6(1):7-12. 被引量:7
  • 2陈无畏,孙海涛,李碧春,王启瑞,李进.基于标识线导航的自动导引车跟踪控制[J].机械工程学报,2006,42(8):164-170. 被引量:35
  • 3谢敏松,李以农,郑玲,裴锦华.基于模糊技术的汽车ESP系统综合反馈控制[J].重庆大学学报(自然科学版),2007,30(4):1-5. 被引量:15
  • 4MASAYASU S,HIROSHI K,ON S,et al.Design of lane-keeping control with steering torque input for a lane-keeping support system[R].SAE,2001-01-0480,2001. 被引量:1
  • 5PONGSATHORN R,MASAO N,MOTOKI S.Lane keeping control strategy with direct yaw moment control input by considering dynamics of electric vehicle[J].Vehicle System Dynamics,2006(44):192-201. 被引量:1
  • 6YANAGIYA M,TOMITA K,TSUGAWA S.Effects of field of view on lateral control performance in a vision-based autonomous vehicle[J].JSAE Review,1999,20(4):499-504. 被引量:1
  • 7NAOTO O,TAKEHIRO H,OSAMU Y,et al.Brake torque sensing for enhancement of vehicle dynamics control systems[C/CD]//2007 World Congress Detroit,Michigan April 16-19,2007. 被引量:1
  • 8喻凡,林逸.汽车系统动力学[M].北京:机械工业出版社2012. 被引量:5
  • 9T Y Chung, K S Yi. Design and Evaluation of Side Slip Angle - Based Vehicle Stability Control Scheme on a Virtual Test Track [J].IEEE Transactions on Control Systems Technology,2006,14 (2) :224 -235. 被引量:1
  • 10黄炳华,陈祯福.ESC的最新动向和发展趋势[J].汽车工程,2008,30(1):1-9. 被引量:23

共引文献136

同被引文献109

引证文献8

二级引证文献7

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部