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一个改进的A*算法用于生成四条轨道轨迹规划,以适应纵向崎的地形
Zhi-Guang Liu1, Hai-Nan Yang1, Qin-Cong Wang1
1School of Control and Mechanical Engineering, Tianjin Chengjian University, Tianjin, 300384, China.
Scientific reports
|February 25, 2025
概括
这项研究介绍了一种改进的A*算法,用于四轮机器人通过纵向沟规划路径在崎的地形上导航. 该方法通过考虑底盘高度和滚动角度来确保安全穿越,从而实现有效的崎地形导航.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 人工智能的人工智能
- 路径规划 路径规划
背景情况:
- 自主机器人需要在非结构化环境中进行强大的导航.
- 穿越复杂的地形,如纵向沟,对轮式机器人来说构成重大挑战.
研究的目的:
- 为四轮机器人开发轨迹规划方法,以导航纵向沟.
- 增强路径规划算法,以在崎的地形上安全有效地移动.
主要方法:
- 创建了一个代表纵向沟地形的网格地图.
- 开发了一个改进的A*算法,结合机器人的尺寸和安全限制 (底盘高度,滚动角度).
- 算法同时规划四轮跨越路径通过沟.
主要成果:
- 模拟和实验验证证了该方法在规划复杂地形路径方面的有效性.
- 计划路径适应目标距离,地面空距和滚动角度的适应性得到了证明.
- 机器人成功地在19.8秒内以0.53米/秒的速度跨越了10.5米的纵向沟,倾斜角度小于20°.
结论:
- 改进的A*算法使四轮机器人在纵向沟中能够有效和安全地规划路径.
- 该方法优先考虑速度和安全,允许基于环境和机器人特定参数进行动态路径调整.
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