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题名

Trajectory Planning of Aerial Robotic Manipulator Using Hybrid Particle Swarm Optimization

作者
通讯作者Chen,Chaobo; Gao,Song
发表日期
2022-11-01
DOI
发表期刊
EISSN
2076-3417
卷号12期号:21
摘要
The trajectory planning of an aerial robotic manipulator system is studied using Hybrid Particle Swarm Optimization (HPSO). The aerial robotic manipulator is composed of an unmanned aerial vehicle (UAV) base and a robotic manipulator. The robotic manipulator is dynamically singular. In addition, strong coupling exists between the UAV base and the robotic manipulator. To overcome the problems, the trajectory planning is studied in the join space using HPSO. HPSO combines superiorities of PSO and GA (Genetic Algorithm), prohibiting particles from becoming trapped in a local minimum. In addition, the control parameters are self-adaptive and contribute to fast searching for the global optimum. The trajectory planning problem is converted into a parameter optimization problem. Each joint trajectory is parameterized with a Bézier curve. The HPSO is implemented to optimize joint trajectories, satisfying specific objectives and imposed constraints. Numerical simulations are also carried out to validate the effectiveness of the proposed method.
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相关链接[Scopus记录]
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语种
英语
学校署名
其他
资助项目
China Postdoctoral Science Foundation[2021M701548];National Natural Science Foundation of China[62103182];
WOS记录号
WOS:000880965200001
Scopus记录号
2-s2.0-85141845351
来源库
Scopus
引用统计
被引频次[WOS]:1
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/411807
专题工学院_机械与能源工程系
作者单位
1.Autonomous Unmanned Systems Research Laboratory,Xi’an Technological University,Xi’an,710021,China
2.School of Electronic Information Engineering,Xi’an Technological University,Xi’an,710021,China
3.Department of Mechanical and Energy Engineering,Southern University of Science and Technology,Shenzhen,518005,China
推荐引用方式
GB/T 7714
Zhao,Suping,Chen,Chaobo,Li,Jichao,et al. Trajectory Planning of Aerial Robotic Manipulator Using Hybrid Particle Swarm Optimization[J]. Applied Sciences (Switzerland),2022,12(21).
APA
Zhao,Suping,Chen,Chaobo,Li,Jichao,Gao,Song,&Guo,Xinxin.(2022).Trajectory Planning of Aerial Robotic Manipulator Using Hybrid Particle Swarm Optimization.Applied Sciences (Switzerland),12(21).
MLA
Zhao,Suping,et al."Trajectory Planning of Aerial Robotic Manipulator Using Hybrid Particle Swarm Optimization".Applied Sciences (Switzerland) 12.21(2022).
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