题名 | New discrete-time zeroing neural network for solving time-dependent linear equation with boundary constraint |
作者 | |
通讯作者 | Guo, Dongsheng |
发表日期 | 2024-05-13
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DOI | |
发表期刊 | |
ISSN | 0269-2821
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EISSN | 1573-7462
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卷号 | 57期号:6 |
摘要 | Recently, continuous- and discrete-time models of a zeroing neural network (ZNN) have been developed to provide online solutions for the time-dependent linear equation (TDLE) with boundary constraint. This paper presents a novel approach to address the bound-constrained TDLE (BCTDLE) problem by proposing a new discrete-time ZNN (DTZNN) model. The proposed DTZNN model is designed using the Taylor difference formula to discretize the previous continuous-time ZNNN (CTZNN) model. Theoretical analysis indicates the computational property of the proposed DTZNN model, and numerical results further demonstrate its validity. The applicability of the proposed DTZNN model is finally confirmed via its application to the motion planning of a PUMA560 robotic arm. |
关键词 | |
相关链接 | [来源记录] |
收录类别 | |
语种 | 英语
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学校署名 | 其他
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WOS研究方向 | Computer Science
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WOS类目 | Computer Science, Artificial Intelligence
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WOS记录号 | WOS:001221370600001
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出版者 | |
ESI学科分类 | COMPUTER SCIENCE
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来源库 | Web of Science
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引用统计 | |
成果类型 | 期刊论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/788433 |
专题 | 工学院_系统设计与智能制造学院 |
作者单位 | 1.Hainan Univ, Sch Informat & Commun Engn, Haikou, Peoples R China 2.Southern Univ Sci & Technol, Sch Syst Design & Intelligent Mfg, Shenzhen, Peoples R China 3.South China Univ Technol, Sch Automat Sci & Engn, Guangzhou, Peoples R China 4.Sun Yat Sen Univ, Sch Comp Sci & Engn, Guangzhou, Peoples R China |
推荐引用方式 GB/T 7714 |
Cang, Naimeng,Qiu, Feng,Xue, Shan,et al. New discrete-time zeroing neural network for solving time-dependent linear equation with boundary constraint[J]. ARTIFICIAL INTELLIGENCE REVIEW,2024,57(6).
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APA |
Cang, Naimeng.,Qiu, Feng.,Xue, Shan.,Jia, Zehua.,Guo, Dongsheng.,...&Li, Weibing.(2024).New discrete-time zeroing neural network for solving time-dependent linear equation with boundary constraint.ARTIFICIAL INTELLIGENCE REVIEW,57(6).
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MLA |
Cang, Naimeng,et al."New discrete-time zeroing neural network for solving time-dependent linear equation with boundary constraint".ARTIFICIAL INTELLIGENCE REVIEW 57.6(2024).
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