Distributed and Differentiable Vector Field Control Within a Curved Virtual Tube for a Robotic Swarm Under Field-of-View Constraints

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2025-01-28 DOI:10.1109/TAC.2025.3535755
Yan Gao;Chenggang Bai;Quan Quan
{"title":"Distributed and Differentiable Vector Field Control Within a Curved Virtual Tube for a Robotic Swarm Under Field-of-View Constraints","authors":"Yan Gao;Chenggang Bai;Quan Quan","doi":"10.1109/TAC.2025.3535755","DOIUrl":null,"url":null,"abstract":"To guide a robotic swarm in a cluttered environment, a curved virtual tube is proposed in our previous work. In this article, the swarm controller design is generalized to the condition that all robots have field-of-view (FOV) constraints. Two distributed vector field controllers are proposed for different objectives. One controller focuses on the robots' safety in theory, while the other focuses on the feasibility in real practice at the cost of sacrificing safety slightly. Different from existing results, no centralized planning or switching mechanism is needed as robots are controlled to move forward within the curved virtual tube. To guarantee that these two controllers are always twice differentiable, we model the curved virtual tube in the Frenet-Serret frame using appropriate mathematical descriptions. Finally, the effectiveness of the proposed method is validated by numerical simulations and real experiments. We release our implementation as an open-source package for the community.","PeriodicalId":13201,"journal":{"name":"IEEE Transactions on Automatic Control","volume":"70 8","pages":"5190-5205"},"PeriodicalIF":7.0000,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Automatic Control","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10856364/","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0

Abstract

To guide a robotic swarm in a cluttered environment, a curved virtual tube is proposed in our previous work. In this article, the swarm controller design is generalized to the condition that all robots have field-of-view (FOV) constraints. Two distributed vector field controllers are proposed for different objectives. One controller focuses on the robots' safety in theory, while the other focuses on the feasibility in real practice at the cost of sacrificing safety slightly. Different from existing results, no centralized planning or switching mechanism is needed as robots are controlled to move forward within the curved virtual tube. To guarantee that these two controllers are always twice differentiable, we model the curved virtual tube in the Frenet-Serret frame using appropriate mathematical descriptions. Finally, the effectiveness of the proposed method is validated by numerical simulations and real experiments. We release our implementation as an open-source package for the community.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
视场约束下机器人群弯曲虚拟管内分布可微矢量场控制
为了在混乱的环境中引导机器人群,我们在以前的工作中提出了一种弯曲的虚拟管。本文将群控制器设计推广到所有机器人都具有视场约束的条件下。针对不同的目标,提出了两种分布式矢量场控制器。一种控制器从理论上关注机器人的安全性,另一种控制器则以牺牲安全性为代价,关注机器人在实际操作中的可行性。与已有结果不同的是,机器人在弯曲的虚拟管内被控制向前移动,不需要集中规划和切换机构。为了保证这两个控制器始终是二次可微的,我们在Frenet-Serret框架中对弯曲虚拟管进行了适当的数学描述。最后,通过数值模拟和实际实验验证了该方法的有效性。我们将我们的实现作为一个开源包发布给社区。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
期刊最新文献
Accelerated Consensus-Based SPSA Algorithm for Multisensor Multitarget Tracking Problem Improved Lyapunov Stability Criteria of Delay Systems and Application to Uncertain Complex Networks: New Uncertainty Estimation Method Tannenbaum's gain-margin optimization meets Polyak's heavy-ball algorithm Deception in Learning of Leader-Follower Games Communication-Efficient Distributed Online Nonconvex Optimization With Time-Varying Constraints
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1