张明恒

个人信息Personal Information

副教授

硕士生导师

性别:男

毕业院校:吉林大学

学位:博士

所在单位:机械工程学院

学科:车辆工程. 载运工具运用工程

办公地点:大连理工大学综合实验2号楼419B

联系方式:大连市甘井子区凌工路2号大连理工大学汽车工程学院 手机:15542361218

电子邮箱:zhangmh@dlut.edu.cn

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基于遗传优化的无人车横向模糊控制

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论文类型:期刊论文

发表时间:2022-06-29

发表刊物:机械工程学报

期号:6

页面范围:76-82

ISSN号:0577-6686

摘要:Lateral motion control of vision-based unmanned vehicle DLUIV-1 is researched.Firstly, the lateral motion control model of vision-based navigation unmanned vehicle is established, which can describe the lateral motion behavior of unmanned vehicles. On this basis, the influence of look-ahead distance on lateral control system is analyzed, and the formula of look-ahead distance with the effect of velocity considered is established. Then, in view of highly nonlinear and parametric uncertain properties of non-holonomic unmanned vehicle, an efficient fuzzy control strategy based on genetic algorithm is presented, the membership functions and rules of fuzzy controller are optimized by genetic algorithm, therefore, the membership functions and rules are effectively determined. Finally, the simulation and real vehicle experiment analysis and validation of proposed control strategy are carried out. Both simulation and experimental results show that the unmanned vehicle controlled by the proposed control strategy can stably track the reference path under various conditions with high accuracy and robustness. © 2012 Journal of Mechanical Engineering.

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