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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
DOI
发表期刊
ISSN
0269-2821
EISSN
1573-7462
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.
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语种
英语
学校署名
其他
WOS研究方向
Computer Science
WOS类目
Computer Science, Artificial Intelligence
WOS记录号
WOS:001221370600001
出版者
ESI学科分类
COMPUTER SCIENCE
来源库
Web of Science
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).
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).
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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