Two-Layer Path Planner for AUVs Based on the Improved AAF-RRT Algorithm

As autonomous underwater vehicles (AUVs) merely adopt the inductive obstacle avoidance mechanism to avoid collisions with underwater obstacles, path planners for underwater robots should consider the poor search efficiency and inadequate collision-avoidance ability. To overcome these problems, a spe...

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Published inJournal of marine science and application Vol. 21; no. 1; pp. 102 - 115
Main Authors Hong, Le, Song, Changhui, Yang, Ping, Cui, Weicheng
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.03.2022
Zhejiang University-Westlake University Joint Training,Zhejiang University,Hangzhou 310024,China
Institute of Advanced Technology,Westlake Institute for Advanced Study,Hangzhou 310024,China%Key Laboratory of Coastal Environment and Resources of Zhejiang Province(KLaCER),School of Engineering,Westlake University,Hangzhou 310024,China
Institute of Advanced Technology,Westlake Institute for Advanced Study,Hangzhou 310024,China
Key Laboratory of Coastal Environment and Resources of Zhejiang Province(KLaCER),School of Engineering,Westlake University,Hangzhou 310024,China
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Abstract As autonomous underwater vehicles (AUVs) merely adopt the inductive obstacle avoidance mechanism to avoid collisions with underwater obstacles, path planners for underwater robots should consider the poor search efficiency and inadequate collision-avoidance ability. To overcome these problems, a specific two-player path planner based on an improved algorithm is designed. First, by combing the artificial attractive field (AAF) of artificial potential field (APF) approach with the random rapidly exploring tree (RRT) algorithm, an improved AAF-RRT algorithm with a changing attractive force proportional to the Euler distance between the point to be extended and the goal point is proposed. Second, a two-layer path planner is designed with path smoothing, which combines global planning and local planning. Finally, as verified by the simulations, the improved AAF-RRT algorithm has the strongest searching ability and the ability to cross the narrow passage among the studied three algorithms, which are the basic RRT algorithm, the common AAF-RRT algorithm, and the improved AAF-RRT algorithm. Moreover, the two-layer path planner can plan a global and optimal path for AUVs if a sudden obstacle is added to the simulation environment.
AbstractList As autonomous underwater vehicles (AUVs) merely adopt the inductive obstacle avoidance mechanism to avoid collisions with underwater obstacles, path planners for underwater robots should consider the poor search efficiency and inadequate collision-avoidance ability. To overcome these problems, a specific two-player path planner based on an improved algorithm is designed. First, by combing the artificial attractive field (AAF) of artificial potential field (APF) approach with the random rapidly exploring tree (RRT) algorithm, an improved AAF-RRT algorithm with a changing attractive force proportional to the Euler distance between the point to be extended and the goal point is proposed. Second, a two-layer path planner is designed with path smoothing, which combines global planning and local planning. Finally, as verified by the simulations, the improved AAF-RRT algorithm has the strongest searching ability and the ability to cross the narrow passage among the studied three algorithms, which are the basic RRT algorithm, the common AAF-RRT algorithm, and the improved AAF-RRT algorithm. Moreover, the two-layer path planner can plan a global and optimal path for AUVs if a sudden obstacle is added to the simulation environment.
Author Hong, Le
Yang, Ping
Song, Changhui
Cui, Weicheng
AuthorAffiliation Zhejiang University-Westlake University Joint Training,Zhejiang University,Hangzhou 310024,China;Key Laboratory of Coastal Environment and Resources of Zhejiang Province(KLaCER),School of Engineering,Westlake University,Hangzhou 310024,China;Institute of Advanced Technology,Westlake Institute for Advanced Study,Hangzhou 310024,China%Key Laboratory of Coastal Environment and Resources of Zhejiang Province(KLaCER),School of Engineering,Westlake University,Hangzhou 310024,China;Institute of Advanced Technology,Westlake Institute for Advanced Study,Hangzhou 310024,China
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CitedBy_id crossref_primary_10_1007_s10846_023_01902_6
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Copyright Harbin Engineering University and Springer-Verlag GmbH Germany, part of Springer Nature 2022
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Issue 1
Keywords Path smoothing
Random rapidly exploring tree (RRT)
Path planner
Artificial attractive field (AAF)
Autonomous underwater vehicles (AUVs)
Language English
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Zhejiang University-Westlake University Joint Training,Zhejiang University,Hangzhou 310024,China
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  start-page: 798
  issue: 5
  year: 2015
  ident: 258_CR33
  publication-title: Control & Decision
  doi: 10.13195/j.kzyjc.2014.0339
SSID ssj0067633
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Snippet As autonomous underwater vehicles (AUVs) merely adopt the inductive obstacle avoidance mechanism to avoid collisions with underwater obstacles, path planners...
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springer
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SubjectTerms Electrical Machines and Networks
Engineering
Geotechnical Engineering & Applied Earth Sciences
Machinery and Machine Elements
Offshore Engineering
Power Electronics
Research Article
Title Two-Layer Path Planner for AUVs Based on the Improved AAF-RRT Algorithm
URI https://link.springer.com/article/10.1007/s11804-022-00258-x
https://d.wanfangdata.com.cn/periodical/hebgcdxxb-e202201008
Volume 21
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