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Author 1
Rajan Rakkiyappan
Bharathiar University
Summary
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ICCK Contributions

Free Access | Research Article | 29 August 2025
New Exponential Function Based Fixed/Preassigned-Time Synchronization for A Kind of Neural Networks with Time-Varying Delays
Journal of Nonlinear Dynamics and Applications | Volume 1, Issue 1: 26-35, 2025 | DOI: 10.62762/JNDA.2025.937806
Abstract
This paper investigates a class of neural networks (NNs) with time-varying delays. At first, based on the general exponential function and by using inequality techniques, we establish novel lemmas addressing fixed/preassigned-time synchronization for such NNs. Then, by employing these derived lemmas and designing two effective feedback controllers, we systematically study the fixed-time synchronization (FTS) and preassigned-time synchronization (PRTS) problems of delayed NNs. In addition, the settling-time estimation in our fixed-time stability lemma expresses superior accuracy compared to existing results in previous related works, which can all be viewed as special cases of this paper. Fin... More >

Graphical Abstract
New Exponential Function Based Fixed/Preassigned-Time Synchronization for A Kind of Neural Networks with Time-Varying Delays