中国机械工程学报2024,Vol.37Issue(2) :68-82.DOI:10.1186/s10033-024-01014-8

Heuristic Expanding Disconnected Graph:A Rapid Path Planning Method for Mobile Robots

Yong Tao Lian Duan He Gao Yufan Zhang Yian Song Tianmiao Wang
中国机械工程学报2024,Vol.37Issue(2) :68-82.DOI:10.1186/s10033-024-01014-8

Heuristic Expanding Disconnected Graph:A Rapid Path Planning Method for Mobile Robots

Yong Tao 1Lian Duan 2He Gao 3Yufan Zhang 2Yian Song 4Tianmiao Wang4
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作者信息

  • 1. School of Mechanical Engineering & Automation,Beihang University,Beijing 100191,China;Aero-Engine Research Institute,Beihang University,Beijing 102206,China
  • 2. School of Large Aircraft Engineering,Beihang University,Beijing 100191,China
  • 3. Aero-Engine Research Institute,Beihang University,Beijing 102206,China
  • 4. School of Mechanical Engineering & Automation,Beihang University,Beijing 100191,China
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Abstract

Existing mobile robots mostly use graph search algorithms for path planning,which suffer from relatively low plan-ning efficiency owing to high redundancy and large computational complexity.Due to the limitations of the neigh-borhood search strategy,the robots could hardly obtain the most optimal global path.A global path planning algorithm,denoted as EDG*,is proposed by expanding nodes using a well-designed expanding disconnected graph operator(EDG)in this paper.Firstly,all obstacles are marked and their corners are located through the map pre-processing.Then,the EDG operator is designed to find points in non-obstruction areas to complete the rapid expansion of disconnected nodes.Finally,the EDG*heuristic iterative algorithm is proposed.It selects the candidate node through a specific valuation function and realizes the node expansion while avoiding collision with a minimum offset.Path planning experiments were conducted in a typical indoor environment and on the public dataset CSM.The result shows that the proposed EDG*reduced the planning time by more than 90%and total length of paths reduced by more than 4.6%.Compared to A*,Dijkstra and J PS,EDG*does not show an exponential explosion effect in map size.The EDG*showed better performance in terms of path smoothness,and collision avoidance.This shows that the EDG*algorithm proposed in this paper can improve the efficiency of path planning and enhance path quality.

Key words

Global path planning/Mobile robot/Expanding disconnected graph/Edge node/Offset

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基金项目

国家重点研发计划(2022YFB4700402)

出版年

2024
中国机械工程学报
中国机械工程学会

中国机械工程学报

CSTPCD
影响因子:0.765
ISSN:1000-9345
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