VG-Swarm: A Vision-Based Gene Regulation Network for UAVs Swarm Behavior Emergence | |
Li, Huanlin1; Cai, Yuwei1; Hong, Juncao1; Xu, Peng1; Cheng, Hui2; Zhu, Xiaomin3; Hu, Bingliang4![]() | |
作者部门 | 光谱成像技术研究室 |
2023-03-01 | |
发表期刊 | IEEE Robotics and Automation Letters
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ISSN | 23773766 |
卷号 | 8期号:3页码:1175-1182 |
产权排序 | 4 |
摘要 | We present VG-Swarm, a practical and effective method for aerial robots dynamic encirclement, which consists of a vision-based gene regulatory network (V-GRN) and a visual perception module. For each flying robot deployed with the proposed method, the relative spatial positions of the surrounding robots, targets, and obstacles are first obtained by omnidirectional monocular vision. Then the proposed method is used to generate the concentration field within its own perception range according to the obtained position information. The agent individually calculates and selects an optimal moving direction in its concentration field, and finally stays on its selected encirclement pattern (a closed concentration contour around the target). As a result, a swarm of flying robots can emerge adaptive pattern formations to entrap the targets even without any communication and global information. We verify the effectiveness and robustness of the proposed method in various simulations and real-world experiments. © 2016 IEEE. |
关键词 | Aerial systems Perception and autonomy biologically-inspired robots swarm robotics |
DOI | 10.1109/LRA.2023.3236565 |
收录类别 | EI |
语种 | 英语 |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
EI入藏号 | 20230613542994 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/96335 |
专题 | 光谱成像技术研究室 |
通讯作者 | Fan, Zhun |
作者单位 | 1.University of Shantou, Key Lab of Digital Signal and Image Processing of Guangdong Province, College of Engineering, Guangdong; 515063, China; 2.University of Sun Yat-Sen, School of Computer Science and Engineering, Guangdong; 510006, China; 3.College of Systems Engineering, National University of Defense Technology Changsha, Hunan; 410073, China; 4.Xi'An Institute of Optics and Precision Mechanics, Shanxi; 710119, China |
推荐引用方式 GB/T 7714 | Li, Huanlin,Cai, Yuwei,Hong, Juncao,et al. VG-Swarm: A Vision-Based Gene Regulation Network for UAVs Swarm Behavior Emergence[J]. IEEE Robotics and Automation Letters,2023,8(3):1175-1182. |
APA | Li, Huanlin.,Cai, Yuwei.,Hong, Juncao.,Xu, Peng.,Cheng, Hui.,...&Fan, Zhun.(2023).VG-Swarm: A Vision-Based Gene Regulation Network for UAVs Swarm Behavior Emergence.IEEE Robotics and Automation Letters,8(3),1175-1182. |
MLA | Li, Huanlin,et al."VG-Swarm: A Vision-Based Gene Regulation Network for UAVs Swarm Behavior Emergence".IEEE Robotics and Automation Letters 8.3(2023):1175-1182. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
VG-Swarm A Vision-Ba(2813KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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