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基于动态窗口法与人工势场法融合的差速机器人路径规划算法

周睿 周坤 刘大亮 王斌锐

中国计量大学学报2023,Vol.34Issue(4):556-562,7.
中国计量大学学报2023,Vol.34Issue(4):556-562,7.DOI:10.3969/j.issn.2096-2835.2023.04.009

基于动态窗口法与人工势场法融合的差速机器人路径规划算法

A differential robot path planning algorithm combining the dynamic window algorithm and the artificial potential field

周睿 1周坤 1刘大亮 2王斌锐1

作者信息

  • 1. 中国计量大学机电工程学院,浙江杭州 310018
  • 2. 河南九域博大实业有限公司,河南郑州 450051
  • 折叠

摘要

Abstract

Aims:An improved dynamic window method combined with the artificial potential field method was designed to reduce the path oscillations of the traditional algorithm.Methods:The linear obstacle distance evaluation function in the traditional DWA was improved to be a nonlinear obstacle potential field function in the APF.The feasibility of the algorithm was verified as compared with the traditional algorithm through the MATLAB simulation and experiment.Results:Compared with the original algorithm,the improved dynamic window method reduced the oscillation;and the path was smoother.In the simulation,the improved algorithm reduced the path by 2.5%and the running time by 40.9%.In the hardware experiment,the path was reduced by 8.8%;and the running time was reduced by 13.9%.Conclusions:The path generated by the improved dynamic window method has better smoothness and shorter path length and running time.

关键词

差速机器人/路径规划/动态窗口法/人工势场法

Key words

differential robot/path planning/dynamic window method/artificial potential field method

分类

信息技术与安全科学

引用本文复制引用

周睿,周坤,刘大亮,王斌锐..基于动态窗口法与人工势场法融合的差速机器人路径规划算法[J].中国计量大学学报,2023,34(4):556-562,7.

基金项目

浙江省重点研发计划项目(No.2021C01069) (No.2021C01069)

中国计量大学学报

OACHSSCD

2096-2835

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