中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Real-time cooperative kinematic control for multiple robots in distributed scenarios with dynamic neural networks

文献类型:期刊论文

作者Liu, Mei1,2; Zhang, Jiazheng1,2; Shang, Mingsheng1,2
刊名NEUROCOMPUTING
出版日期2022-06-28
卷号491页码:621-632
关键词Multiple redundant manipulators Cooperative control Motion planning Dynamic neural network
ISSN号0925-2312
DOI10.1016/j.neucom.2021.12.038
通讯作者Shang, Mingsheng(msshang@cigit.ac.cn)
英文摘要This work investigates the real-time cooperative kinematic control for multiple robots in distributed sce-narios. The information interaction among robots is described as a directed topology in which each robotic manipulator is connected to specified nodes. Besides, a performance index of minimum joint velocity norm is introduced to regulate the robots' motion. Combining with the performance index and integrating the related constraints, a control scheme is developed to guide the behavior of robots with an error feedback term leveraged to improve the real-time execution accuracy of tasks. Moreover, considering that the involved parameters are time-dependent, a dynamic neural-network-assisted solver is constructed to solve the control scheme online. In the end, simulations and illustrative experiments on the virtual robot experiment platform (V-REP) are conducted by a set of UR5 robots to execute tasks in a switchable directed topology, where the corresponding results demonstrate the effectiveness of the pro-posed scheme. (c) 2021 Elsevier B.V. All rights reserved.
资助项目CAS Light of West China Program ; Natural Science Foundation of Chongqing (China)[cstc2020jcyjzdxmX0028] ; National Nature Science Foundation of China[62072429] ; Key Cooperation Project of Chongqing Municipal Education Commission[HZ2021017] ; Key Cooperation Project of Chongqing Municipal Education Commission[HZ2021008]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000796026700003
出版者ELSEVIER
源URL[http://119.78.100.138/handle/2HOD01W0/16233]  
专题中国科学院重庆绿色智能技术研究院
通讯作者Shang, Mingsheng
作者单位1.Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing Key Lab Big Data & Intelligent Comp, Chongqing 400714, Peoples R China
2.Univ Chinese Acad Sci, Chongqing Sch, Chongqing 400714, Peoples R China
推荐引用方式
GB/T 7714
Liu, Mei,Zhang, Jiazheng,Shang, Mingsheng. Real-time cooperative kinematic control for multiple robots in distributed scenarios with dynamic neural networks[J]. NEUROCOMPUTING,2022,491:621-632.
APA Liu, Mei,Zhang, Jiazheng,&Shang, Mingsheng.(2022).Real-time cooperative kinematic control for multiple robots in distributed scenarios with dynamic neural networks.NEUROCOMPUTING,491,621-632.
MLA Liu, Mei,et al."Real-time cooperative kinematic control for multiple robots in distributed scenarios with dynamic neural networks".NEUROCOMPUTING 491(2022):621-632.

入库方式: OAI收割

来源:重庆绿色智能技术研究院

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