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计算机工程 ›› 2018, Vol. 44 ›› Issue (7): 42-46. doi: 10.19678/j.issn.1000-3428.0051382

所属专题: 智能交通专题

• 智能交通专题 • 上一篇    下一篇

基于Stanley算法的自适应最优预瞄模型研究

靳欣宇 a,张军 b,刘元盛 b,王庆闪 c   

  1. 北京联合大学a.智慧城市学院; b.机器人学院; c.北京市信息服务工程重点实验室,北京 100101
  • 收稿日期:2018-02-28 出版日期:2018-07-15 发布日期:2018-07-15
  • 作者简介:靳欣宇(1992—),男,硕士,主研方向为智能车决策;张军(通信作者),副教授;刘元盛,教授;王庆闪,硕士。
  • 基金资助:

    国家自然科学基金“视听觉信息的认知计算”重大研究计划重点支持项目“智能车驾驶脑认知技术、平台与转化研究”(91420202);英国皇家工程院牛顿基金(UK-CIAPP\324);北京联合大学人才强校优选计划项目(BPHR2017EZ02);北京市属高校高水平教师队伍建设创新团 队建设提升计划项目(IDHT20170511)。

Research on Adaptive Optimal Preview Model Based on Stanley Algorithm

JIN Xinyu  a,ZHANG Jun  b,LIU Yuansheng  b,WANG Qingshan  c   

  1. a.Smart City College; b.College of Robotic; c.Beijing Key Laboratory of Information Service Engineering,Beijing Union University,Beijing 100101,China
  • Received:2018-02-28 Online:2018-07-15 Published:2018-07-15

摘要:

汽车转向几何模型是无人驾驶开发过程中的重要环节,但其在面对复杂道路时单纯的预瞄跟踪不能满足无人驾驶需求。为此,在Stanley转向几何预瞄模型的基础上,提出一种自适应的最优预瞄时间改进算法。根据车辆当前航向角、纵向车速、前轮转角和一次规划路径的曲 率等特性,结合不同的预瞄时间预测一定时间内车辆运行情况,并根据设计出的优化函数选择合适的预瞄时间,以调整车辆前轮转角,减小车辆行驶过程中的横向偏差,使车辆平稳通过测试路段。仿真结果表明,基于Stanley算法的自适应最优预瞄模型能够在复杂开放道路上实 现无人驾驶。

关键词: 无人驾驶, 驾驶员模型, 转向几何模型, 最优预瞄, 自适应预瞄时间

Abstract:

The car steering geometry model is an important part of the unmanned driving development process.However,in the face of complex roads,simple preview tracking can no longer meet the unmanned driving demand.Therefore,based on Stanley’s steering geometry preview model,an adaptive optimal preview time improvement algorithm is proposed.According to the vehicle’s current heading angle,longitudinal vehicle speed,front wheel rotation angle and the curvature of the primary planning path,etc.,it combines different previewing time to predict the running status of the vehicle within a certain period of time,and selects an appropriate preview time according to the designed optimization function.It adjusts the front-wheel rotation angle of the vehicle to reduce the horizontal deviation during the vehicle’s driving,so that the vehicle can smoothly pass through the test road section.Simulation test results show that the adaptive optimal preview model based on Stanley algorithm can realize unmanned driving on complex open roads.

Key words: unmanned driving, driver model, steering geometry model, optimal preview, adaptive preview time

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