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author:

Zhang, Zhixing (Zhang, Zhixing.) [1] | Chen, Yanjie (Chen, Yanjie.) [2] (Scholars:陈彦杰) | Han, Feng (Han, Feng.) [3] | Fan, Junwei (Fan, Junwei.) [4] | Yu, Hongshan (Yu, Hongshan.) [5] | Zhang, Hui (Zhang, Hui.) [6] | Wang, Yaonan (Wang, Yaonan.) [7]

Indexed by:

EI Scopus SCIE

Abstract:

The motion planning of robots faces formidable challenges in restricted environments, particularly in the aspects of rapidly searching feasible solutions and converging toward optimal solutions. This article proposes workspace-guided informed tree (WGIT*) to improve planning efficiency and ensure high-quality solutions in restricted environments. Specifically, WGIT* preprocesses the workspace by constructing a hierarchical structure to obtain critical restricted regions and connectivity information sequentially. The refined workspace information guides the sampling and exploration of WGIT*, increasing the sample density in restricted areas and prioritizing the search tree exploration in promising directions, respectively. Furthermore, WGIT* utilizes gradually enriched configuration space information as feedback to rectify the guidance from the workspace and balance the information of the two spaces, which leads to efficient convergence toward the optimal solution. The theoretical analysis highlights the valuable properties of the proposed WGIT*. Finally, a series of simulations and experiments verify the ability of WGIT* to quickly find initial solutions and converge toward optimal solutions.

Keyword:

Motion planning restricted environments workspace-guided exploration workspace-guided sampling

Community:

  • [ 1 ] [Zhang, Zhixing]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 2 ] [Chen, Yanjie]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 3 ] [Han, Feng]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 4 ] [Fan, Junwei]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 5 ] [Chen, Yanjie]Aberystwyth Univ, Dept Comp Sci, Aberystwyth SY23 3DB, Wales
  • [ 6 ] [Chen, Yanjie]Hunan Univ, Natl Engn Res Ctr Robot Visual Percept & Control T, Changsha 410082, Peoples R China
  • [ 7 ] [Yu, Hongshan]Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China
  • [ 8 ] [Wang, Yaonan]Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China
  • [ 9 ] [Zhang, Hui]Hunan Univ, Sch Robot, Changsha 410082, Peoples R China

Reprint 's Address:

  • 陈彦杰

    [Chen, Yanjie]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China

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Source :

IEEE-ASME TRANSACTIONS ON MECHATRONICS

ISSN: 1083-4435

Year: 2024

Issue: 5

Volume: 29

Page: 3821-3832

6 . 1 0 0

JCR@2023

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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