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Path Planning of UGV Based on Bezier Curves

机译:基于贝塞尔曲线的UGV路径规划

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摘要

An effective path planner is critical for autonomous traversal of unmanned ground vehicles (UGVs) in harsh environments. This paper describes a novel path planning method considering Bezier curves and a two-layer planning framework. In the two-layer framework, a road centerline (RCL) estimator located on the upper layer works as a global planner to obtain the local target for the bottom local planner. The RCL is estimated from a series of candidate Bezier curves based on a safety criterion. In the bottom layer, an optimal trajectory planner and a speed planner make up the local planner to obtain the desired steering turning angle and linear speed. The criteria for optimal trajectory selection are designed for comfortable driving. Road safety is considered in the speed planner for robust driving. Three sets of simulations are used to evaluate and quantify the relative performance of variations of our path planning algorithm. The proposed path planning method is implemented on a modified Polaris RZR 800 UGV, too. Two experiments based on this UGV are set up in the country road environment to demonstrate the viability of the proposed method.
机译:有效的路径规划器对于在恶劣环境中自动穿越无人地面车辆(UGV)至关重要。本文介绍了一种考虑贝塞尔曲线的新颖路径规划方法和两层规划框架。在两层框架中,位于上层的道路中心线(RCL)估算器用作全局规划器,以获取底部局部规划器的局部目标。 RCL是根据安全标准从一系列候选Bezier曲线估算的。在底层,一个最佳轨迹规划器和一个速度规划器组成了局部规划器,以获得所需的转向转向角和线速度。最佳轨迹选择标准是为舒适驾驶而设计的。速度规划器中考虑了道路安全,以实现强劲行驶。使用三组仿真来评估和量化我们的路径规划算法的变化的相对性能。提出的路径规划方法也可以在经过修改的Polaris RZR 800 UGV上实现。在乡村道路环境中建立了基于此无人驾驶车辆的两个实验,以证明该方法的可行性。

著录项

  • 来源
    《Robotica》 |2019年第6期|969-997|共29页
  • 作者单位

    Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Inst Robot & Intelligent Mfg, Shenyang 110016, Liaoning, Peoples R China|Univ Chinese Acad Sci, Beijing 100049, Peoples R China;

    Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Inst Robot & Intelligent Mfg, Shenyang 110016, Liaoning, Peoples R China;

    Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Inst Robot & Intelligent Mfg, Shenyang 110016, Liaoning, Peoples R China;

    Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Inst Robot & Intelligent Mfg, Shenyang 110016, Liaoning, Peoples R China|Nankai Univ, Coll Artificial Intelligence, Tianjin 300071, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Path planning; Bezier curves; Unmanned ground vehicle; Comfortable driving; Speed planning;

    机译:路径规划;贝塞尔曲线;无人地面车辆;舒适驾驶;速度规划;

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