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改进JPS算法融合DWA的多机器人路径规划

任祥瑞 王正刚 汤俊杨

计算机应用研究2024,Vol.41Issue(11):3251-3257,7.
计算机应用研究2024,Vol.41Issue(11):3251-3257,7.DOI:10.19734/j.issn.1001-3695.2024.03.0099

改进JPS算法融合DWA的多机器人路径规划

Improved JPS algorithm fused with DWA for multi robot path planning

任祥瑞 1王正刚 1汤俊杨1

作者信息

  • 1. 安徽工程大学 电气工程学院,安徽芜湖 241000
  • 折叠

摘要

Abstract

For the traditional JPS algorithm in mobile robot path planning,there are path inflection points as well as too many intermediate jump points,and the path planning time is long.This paper proposed an improved jump point search(JPS)algo-rithm.The I-JPS algorithm eliminated redundant nodes and increased the safe distance between the robot and obstacles by impro-ving the cost function and introducing the fork product formula.It also introduced DWA for local path planning for temporary ob-stacle avoidance and path smoothing by robots,and increased the priority of obstacle avoidance between multiple robots by impro-ving DWA.Finally,it introduced multi-robot collaborative path planning,where multiple robots could work together and com-plete complex tasks,and the robots could also share information,coordinate their actions,and solve problems through division of labour to improve the efficiency of task completion.Finally,the experimental simulation results show that the improved algorithm is greatly improved in all aspects compared to the pre-improved one.

关键词

跳点搜索/路径规划/动态窗口法/代价函数/多机器人

Key words

jump point search/path planning/dynamic window method/heuristic function/multiple robots

分类

信息技术与安全科学

引用本文复制引用

任祥瑞,王正刚,汤俊杨..改进JPS算法融合DWA的多机器人路径规划[J].计算机应用研究,2024,41(11):3251-3257,7.

基金项目

安徽省高校科学研究重点项目(2022AH050977) (2022AH050977)

计算机应用研究

OA北大核心CSTPCD

1001-3695

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