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 |
DOI | 10.1016/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
浏览0
下载0
收藏0
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。