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
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DOI | |
发表期刊 | |
EISSN | 2076-3417
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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. |
关键词 | |
相关链接 | [Scopus记录] |
收录类别 | |
语种 | 英语
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学校署名 | 其他
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资助项目 | China Postdoctoral Science Foundation[2021M701548];National Natural Science Foundation of China[62103182];
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WOS记录号 | WOS:000880965200001
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Scopus记录号 | 2-s2.0-85141845351
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来源库 | Scopus
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引用统计 |
被引频次[WOS]:1
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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).
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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).
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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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条目包含的文件 | 条目无相关文件。 |
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