Special Issue: Dynamic analysis and scientific application of time-delay neural networks

Guest Editor

Prof. Shiping Wen
University of Technology Sydney, Sydney, Australia
Email: Shiping.Wen@uts.edu.au

Manuscript Topics


Neural networks have received considerable attention on account of their wide applications in various areas such as image processing, signal processing, associative memory, pattern classification, optimization, and moving object speed detection. Furthermore, in the world in which we live today, time delay commonly exists due to the finite speed of transmission and network congestion, which is always considered as the impact factor for the instability of a network. On the other hand, the diffusion phenomena could not be ignored in neural networks and electric circuits once electrons transport in a nonuniform electromagnetic field. In view of this, it is challenging to analyze and discuss time-delayed neural networks with and without reaction-diffusion.


This special issue aims to collect original and quality contributions on more recent developments of dynamic analysis and scientific application of time-delay neural networks. Topics of interest include, but are not limited to:
• Analysis for dynamical behaviors of time-delay neural networks
• Deep learning or control for time-delay neural networks
• Scientific application of time-delay neural networks based on their dynamics
• Dynamic analysis of time-delay neural networks with reaction-diffusion
• Deep learning or control for time-delay neural networks with reaction-diffusion
• Scientific application of time-delay neural networks with reaction-diffusion


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Please submit your manuscript to online submission system
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Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 31 December 2024

Published Papers(14)

Research article
Finite-time stability for fractional-order fuzzy neural network with mixed delays and inertial terms
Tiecheng Zhang Liyan Wang Yuan Zhang Jiangtao Deng
2024, Volume 9, Issue 7: 19176-19194. doi: 10.3934/math.2024935
Abstract HTML PDF Cited (1) Viewed (1314)
Research article
Enhancing skeleton-based human motion recognition with Lie algebra and memristor-augmented LSTM and CNN
Zhencheng Fan Zheng Yan Yuting Cao Yin Yang Shiping Wen
2024, Volume 9, Issue 7: 17901-17916. doi: 10.3934/math.2024871
Abstract HTML PDF Cited (1) Viewed (1454)
Research article
Novel fixed-time synchronization results of fractional-order fuzzy cellular neural networks with delays and interactions
Jun Liu Wenjing Deng Shuqin Sun Kaibo Shi
2024, Volume 9, Issue 5: 13245-13264. doi: 10.3934/math.2024646
Abstract HTML PDF Cited (2) Viewed (1143)
Research article
Traffic Transformer: Transformer-based framework for temporal traffic accident prediction
Mansoor G. Al-Thani Ziyu Sheng Yuting Cao Yin Yang
2024, Volume 9, Issue 5: 12610-12629. doi: 10.3934/math.2024617
Abstract HTML PDF Cited (4) Viewed (2334)
Research article
New results on finite-time projective synchronization for memristor-based hybrid delayed BAM neural networks with applications to DNA image encryption
Meng Li Gulijiamali Maimaitiaili
2024, Volume 9, Issue 4: 9822-9846. doi: 10.3934/math.2024481
Abstract HTML PDF Cited (1) Viewed (1210)
Research article
Global robust stability of fuzzy cellular neural networks with parameter uncertainties
Tiecheng Zhang Wei He
2024, Volume 9, Issue 4: 8063-8078. doi: 10.3934/math.2024392
Abstract HTML PDF Viewed (1112)
Research article
Unsupervised domain adaptation with deep network based on discriminative class-wise MMD
Hsiau-Wen Lin Yihjia Tsai Hwei Jen Lin Chen-Hsiang Yu Meng-Hsing Liu
2024, Volume 9, Issue 3: 6628-6647. doi: 10.3934/math.2024323
Abstract HTML PDF Cited (4) Viewed (2390)
Research article
Multimode function multistability of Cohen-Grossberg neural networks with Gaussian activation functions and mixed time delays
Jiang-Wei Ke Jin-E Zhang Ji-Xiang Zhang
2024, Volume 9, Issue 2: 4562-4586. doi: 10.3934/math.2024220
Abstract HTML PDF Viewed (1319)
Research article
Synchronization robustness analysis of memristive-based neural networks with deviating arguments and stochastic perturbations
Tao Xie Xing Xiong Qike Zhang
2024, Volume 9, Issue 1: 918-941. doi: 10.3934/math.2024046
Abstract HTML PDF Viewed (1472)
Research article
Asymptotic stability of impulsive stochastic switched system with double state-dependent delays and application to neural networks and neural network-based lecture skills assessment of normal students
Yueli Huang Jin-E Zhang
2024, Volume 9, Issue 1: 178-204. doi: 10.3934/math.2024011
Abstract HTML PDF Viewed (1507)
Research article
Stability of delay Hopfield neural networks with generalized proportional Riemann-Liouville fractional derivative
Ravi P. Agarwal Snezhana Hristova
2023, Volume 8, Issue 11: 26801-26820. doi: 10.3934/math.20231372
Abstract HTML PDF Cited (1) Viewed (1294)
Research article
Global attractive periodic solutions of neutral-type neural networks with delays in the leakage terms
Shihong Zhu Bo Du
2023, Volume 8, Issue 11: 26731-26744. doi: 10.3934/math.20231368
Abstract HTML PDF Viewed (1365)
Research article
On the time decay for a thermoelastic laminated beam with microtemperature effects, nonlinear weight, and nonlinear time-varying delay
Fatima Siham Djeradi Fares Yazid Svetlin G. Georgiev Zayd Hajjej Khaled Zennir
2023, Volume 8, Issue 11: 26096-26114. doi: 10.3934/math.20231330
Abstract HTML PDF Cited (5) Viewed (1585)
Research article
Pinning synchronization of dynamical neural networks with hybrid delays via event-triggered impulsive control
Chengbo Yi Rui Guo Jiayi Cai Xiaohu Yan
2023, Volume 8, Issue 10: 25060-25078. doi: 10.3934/math.20231279
Abstract HTML PDF Cited (2) Viewed (1652)