Locally Minimized Jerk Energy Based RRT*: A Fast Algorithm for Generating Paths With $G^{2}$ Continuity and Low Curvature Variation

IF 5.3 2区 计算机科学 Q2 ROBOTICS
IEEE Robotics and Automation Letters Pub Date : 2026-07-01 Epub Date: 2026-06-08 DOI:10.1109/LRA.2026.3701128
Rahul;S. K. Saha;S. M. Ishtiaque;Dipayan Das
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引用次数: 0

Abstract

This work proposes an algorithm based on RRT* that generates $G^{2}$-continuous path from a start position to a goal position. Additionally, the generated paths satisfy initial heading constraints, bounded absolute curvature, and reduced variation of curvature. The proposed algorithm employs cubic Bézier curves for tree extension and quintic Bézier curves for rewiring, with their control points computed under the minimum jerk energy criterion. The cubic curves admit closed form solutions enabling fast tree growth, while quintic curves enable rewiring which preserves curvature continuity across the path. Results show that the proposed planner produces paths with lower curvature variation than comparable planners at competitive planning times. Additionally, the curvature and curvature rate profiles confirm that the proposed planner remains well below the allowable bound with fewer abrupt transitions. The resulting paths turn gradually around obstacles, producing natural motion suited for passenger vehicles, wheelchairs, and transport of delicate materials.
基于局部最小扰动能量的RRT*:一种快速生成具有$G^{2}$连续性和低曲率变化路径的算法
本工作提出了一种基于RRT*的算法,该算法生成$G^{2}$-从起始位置到目标位置的连续路径。此外,生成的路径满足初始航向约束、有界的绝对曲率和曲率的减小。该算法采用三次bsamzier曲线进行树扩展,采用五次bsamzier曲线进行重布线,其控制点在最小扰动能量准则下计算。三次曲线允许封闭形式的解决方案,使树木能够快速生长,而五次曲线允许重新布线,从而保持路径上的曲率连续性。结果表明,在竞争性规划时间内,所提出的规划方法比同类规划方法产生的路径曲率变化更小。此外,曲率和曲率率曲线证实,所提出的规划器仍然远远低于允许的界限,并且具有较少的突变。由此产生的路径逐渐绕过障碍物,产生适合乘用车、轮椅和运输精细材料的自然运动。
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来源期刊
IEEE Robotics and Automation Letters
IEEE Robotics and Automation Letters Computer Science-Computer Science Applications
CiteScore
9.60
自引率
15.40%
发文量
1428
期刊介绍: The scope of this journal is to publish peer-reviewed articles that provide a timely and concise account of innovative research ideas and application results, reporting significant theoretical findings and application case studies in areas of robotics and automation.
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