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题名

Path Planning for Autonomous Underwater Vehicles (AUVs) Considering the Influences and Constraints of Ocean Currents

作者
通讯作者Yan, Jinjin
发表日期
2024-08-01
DOI
发表期刊
EISSN
2504-446X
卷号8期号:8
摘要
Ocean currents pose a significant challenge in the path planning of autonomous underwater vehicles (AUVs), with conventional path-planning algorithms often failing to effectively counter these influences. In response to this challenge, we propose a path-planning algorithm that can consider the influences and constraints of ocean currents, which leverages the strengths of two widely employed path-planning algorithms, A* and the genetic algorithm (GA), to account for the influences of ocean currents on the planned paths. Specifically, it enhances the initial population generation, formulates a fitness function tailored to ocean current conditions, and employs an adaptive mutation approach to enhance population diversity and stability. By utilizing simulated and real-world ocean current datasets, we validated the feasibility of the proposed algorithm with quantitative metrics. The results demonstrate that in comparison to conventional methods, the new algorithm can deal with the influences and constraints of ocean currents in AUV path planning, resulting in notable enhancements in path smoothness, energy efficiency, and safety.
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语种
英语
学校署名
其他
资助项目
null[ZR2022QD121]
WOS研究方向
Remote Sensing
WOS类目
Remote Sensing
WOS记录号
WOS:001305581900001
出版者
来源库
Web of Science
引用统计
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/828657
专题工学院_电子与电气工程系
作者单位
1.Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Harbin 150001, Peoples R China
2.Harbin Engn Univ, Qingdao Innovat & Dev Ctr, Qingdao 266400, Peoples R China
3.Southern Univ Sci & Technol, Dept Elect & Elect Engn, Shenzhen 518055, Peoples R China
推荐引用方式
GB/T 7714
Chen, Ziming,Yan, Jinjin,Huang, Ruen,et al. Path Planning for Autonomous Underwater Vehicles (AUVs) Considering the Influences and Constraints of Ocean Currents[J]. DRONES,2024,8(8).
APA
Chen, Ziming,Yan, Jinjin,Huang, Ruen,Gao, Yisong,Peng, Xiuyan,&Yuan, Weijie.(2024).Path Planning for Autonomous Underwater Vehicles (AUVs) Considering the Influences and Constraints of Ocean Currents.DRONES,8(8).
MLA
Chen, Ziming,et al."Path Planning for Autonomous Underwater Vehicles (AUVs) Considering the Influences and Constraints of Ocean Currents".DRONES 8.8(2024).
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