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High-Order Robust Discrete-Time Neural Dynamics for Time-Varying Multilinear Tensor Equation With M-Tensor 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 卷号: 19, 期号: 9, 页码: 9457-9467
作者:  Liu, Mei;  Wu, Huanmei;  Shi, Yang;  Jin, Long
收藏  |  浏览/下载:13/0  |  提交时间:2023/12/25
Multilinear tensor equation (MTE)  neural dynamics (ND)  Taylor-type difference formula  
Gradient-Based Differential kWTA Network With Application to Competitive Coordination of Multiple Robots 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 卷号: 9, 期号: 8, 页码: 1452-1463
作者:  Liu, Mei;  Zhang, Xiaoyan;  Shang, Mingsheng;  Jin, Long
收藏  |  浏览/下载:60/0  |  提交时间:2022/10/14
Consensus filter  k-winners-take-all (kWTA)  multi-robot coordination  noise resistance  
An improved DV-Hop algorithm for wireless sensor networks based on neural dynamics 期刊论文
NEUROCOMPUTING, 2022, 卷号: 491, 页码: 172-185
作者:  Liu, Jingping;  Liu, Mei;  Du, Xiujuan;  Stanimirovi, Predrag S.;  Jin, Long
收藏  |  浏览/下载:64/0  |  提交时间:2022/08/22
Localization  DV-Hop  Neural dynamics  Convergence analyses  Anti-noise analyses  
Reformative Noise-Immune Neural Network for Equality-Constrained Optimization Applied to Image Target Detection 期刊论文
IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2022, 卷号: 10, 期号: 2, 页码: 973-984
作者:  Ying Liufu;  Jin, Long;  Xu, Jinqiang;  Xiao, Xiuchun;  Fu, Dongyang
收藏  |  浏览/下载:120/0  |  提交时间:2022/08/22
Optimization  Computational modeling  Mathematical model  Numerical models  Convergence  Neural networks  Robustness  Reformative noise-immune neural network (RNINN)  equality-constrained optimization  noise-resistance  robustness  
Noise-tolerant gradient-oriented neurodynamic model for solving the Sylvester equation 期刊论文
APPLIED SOFT COMPUTING, 2021, 卷号: 109, 页码: 12
作者:  Liu, Bei;  Fu, Dongyang;  Qi, Yimeng;  Huang, Haoen;  Jin, Long
收藏  |  浏览/下载:173/0  |  提交时间:2021/10/13
Gradient neural network (GNN)  Noise-tolerant gradient-oriented  neurodynamics (NTGON)  Sylvester equation  Dynamic-system approach  
Activated Gradients for Deep Neural Networks 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Liu, Mei;  Chen, Liangming;  Du, Xiaohao;  Jin, Long;  Shang, Mingsheng
收藏  |  浏览/下载:51/0  |  提交时间:2022/08/22
Training  Deep learning  Neural networks  Optimization  Visualization  Newton method  Eigenvalues and eigenfunctions  Exploding gradient problems  gradient activation function (GAF)  ill-conditioned problems  saddle point problems  vanishing gradient problems  
Robust k-WTA Network Generation, Analysis, and Applications to Multiagent Coordination 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 页码: 13
作者:  Qi, Yimeng;  Jin, Long;  Luo, Xin;  Shi, Yang;  Liu, Mei
收藏  |  浏览/下载:46/0  |  提交时间:2022/08/22
Task analysis  Robustness  Biological neural networks  Resource management  Dynamic scheduling  Convergence  Recurrent neural networks  Consensus filter  k-winner-take-all (k-WTA)  multiagent coordination  theoretical analysis  
Lower limb movement intention recognition for rehabilitation robot aided with projected recurrent neural network 期刊论文
COMPLEX & INTELLIGENT SYSTEMS, 2021, 页码: 12
作者:  Liu, Mei;  Peng, Bo;  Shang, Mingsheng
收藏  |  浏览/下载:123/0  |  提交时间:2021/05/17
Projected recurrent neural network (PRNN)  Lower limb movement  Intention recognition  
Recurrent Neural Dynamics Models for Perturbed Nonstationary Quadratic Programs: A Control-Theoretical Perspective 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 12
作者:  Qi, Yimeng;  Jin, Long;  Luo, Xin;  Zhou, MengChu
收藏  |  浏览/下载:50/0  |  提交时间:2022/08/22
Computational modeling  Mathematical model  Neural networks  Control theory  Analytical models  Real-time systems  Numerical models  Control-theoretical techniques  perturbed nonstationary quadratic program (QP)  recurrent neural dynamics  robustness theoretical analysis