Design and Validation of Discrete-Time Zeroing Neural Network for Time-Dependent Linear System of Equation and Inequality

In this paper, the discrete-time form of zeroing neural network (ZNN) is proposed and studied for the time-dependent linear system of equation and inequality (TDLS-EI). Specifically, the numerical difference formula based on Taylor series expansion is presented. Then, through utilizing the Talyor difference formula to discretize the existing ZNN model, a novel discrete-time ZNN (DTZNN) model is built to address the TDLSEI. Numerical simulation is implemented to verify the superior and effective performance of the proposed DTZNN model.

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Publication Details

Published
2024-11-29
DOI
https://doi.org/10.1109/irac63143.2024.10871243
Primary Topic
Neural Networks and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Design and Validation of Discrete-Time Zeroing Neural Network for Time-Dependent Linear System of Equation and Inequality

Xiyuan Zhang, Naimeng Cang, Yanguo Yang, Dongsheng Guo
Neural Networks and Applications
article

Design and Validation of Discrete-Time Zeroing Neural Network for Time-Dependent Linear System of Equation and Inequality

Xiyuan Zhang, Naimeng Cang, Yanguo Yang, Dongsheng Guo
article en

Abstract

In this paper, the discrete-time form of zeroing neural network (ZNN) is proposed and studied for the time-dependent linear system of equation and inequality (TDLS-EI). Specifically, the numerical difference formula based on Taylor series expansion is presented. Then, through utilizing the Talyor difference formula to discretize the existing ZNN model, a novel discrete-time ZNN (DTZNN) model is built to address the TDLSEI. Numerical simulation is implemented to verify the superior and effective performance of the proposed DTZNN model.

Hainan University (CN)
National Natural Science Foundation of China, Hainan University
Reduced inequalities
Openalex Percentile: Top 75%
Neural Networks and Applications
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