首页|改进人工势场算法的路径规划

改进人工势场算法的路径规划

扫码查看
人工势场法是一种适用于局部路径规划的算法,针对人工势场法存在的目标不可达、局部极小值等固有缺陷,提出了一种改进后的人工势场法.首先针对目标不可达问题,将引力影响因子添加到斥力场的生成中,改进斥力场函数,从而避免引力与斥力合力为零的情况.针对局部极小值问题,通过设立虚拟目标点来引入额外外力,打破机器人的平衡问题.通过与其他算法的对比实验,仿真结果显示,改进人工势场法规划的路径长度和消耗时间都更短,稳定性更强.
Path planning based on improved artificial potential field algorithm
The artificial potential field method is an algorithm suitable for local path planning.In response to the inherent defects by the artificial potential field method such as the unreachable targets and local minima,an improved artificial potential field method is proposed.Firstly,to ad-dress the issue of unreachable targets,the gravitational influence factor is added to the generation of the repulsive field,with the repulsive field function improved to avoid the situation where the combined force of gravity and repulsion is zero.For the problem of local minima,additional ex-ternal forces are introduced by setting virtual target points to break the balance problem of the ro-bot.Through comparative experiments with other algorithms,simulation results show that the improved artificial potential field method has shorter path length and consumption time and is of stronger stability.

artificial potential fieldpath planningpotential field functionvirtual target pointmobile robot

张铮、薛波、柯子鹏、金子博、邱达河

展开 >

湖北工业大学 机械工程学院,湖北 武汉 430068

人工势场 路径规划 势场函数 虚拟目标点 移动机器人

国家自然科学基金

52003078

2024

西安理工大学学报
西安理工大学

西安理工大学学报

CSTPCD北大核心
影响因子:0.382
ISSN:1006-4710
年,卷(期):2024.40(1)
  • 18