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A Noise-Tolerant k-WTA Model With Its Application on Multirobot System 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 页码: 11
作者:  Jin, Long;  Chen, Yingqi;  Liu, Mei
收藏  |  浏览/下载:11/0  |  提交时间:2023/12/25
Mathematical models  Numerical models  Biological neural networks  Analytical models  Computational modeling  Stability analysis  Personal digital devices  k-winners-take-all (k-WTA) operation  multirobot system  noise tolerance  steady-state error  
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:11/0  |  提交时间:2023/12/25
Multilinear tensor equation (MTE)  neural dynamics (ND)  Taylor-type difference formula  
Long short-term memory with activation on gradient 期刊论文
NEURAL NETWORKS, 2023, 卷号: 164, 页码: 135-145
作者:  Qin, Chuan;  Chen, Liangming;  Cai, Zangtai;  Liu, Mei;  Jin, Long
收藏  |  浏览/下载:9/0  |  提交时间:2023/12/25
Long short -term memory (LSTM)  Gradient activation  Vanishing gradient problem  Exploding gradient problem  Ill-conditioned problem  
Computational Neural Dynamics Model for Time-Variant Constrained Nonlinear Optimization Applied to Winner-Take-All Operation 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 卷号: 18, 期号: 9, 页码: 5936-5948
作者:  Liu, Mei;  Zhang, Xiaoyan;  Shang, Mingsheng
收藏  |  浏览/下载:66/0  |  提交时间:2022/08/22
Optimization  Mathematical models  Computational modeling  Neural networks  Numerical models  Informatics  Vehicle dynamics  Equality and inequality constraints  noise-suppressing discrete-time neural dynamics (NSDTND) model  time-variant nonlinear optimization  
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:56/0  |  提交时间:2022/10/14
Consensus filter  k-winners-take-all (kWTA)  multi-robot coordination  noise resistance  
Growing Echo State Network With an Inverse-Free Weight Update Strategy 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2022, 页码: 12
作者:  Chen, Xiufang;  Luo, Xin;  Jin, Long;  Li, Shuai;  Liu, Mei
收藏  |  浏览/下载:62/0  |  提交时间:2022/08/22
Reservoirs  Training  Computational modeling  Neurons  Topology  Standards  Numerical models  Echo state network (ESN)  inverse-free algorithm  incremental scheme  Schur complement  Sherman-Morrison formula  
Dynamic Neural Network for Bicriteria Weighted Control of Robot Manipulators 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 14
作者:  Liu, Mei;  He, Li;  Shang, Mingsheng
收藏  |  浏览/下载:53/0  |  提交时间:2022/08/22
Manipulators  Robots  Indexes  Mathematical models  Manipulator dynamics  Optimization  Kinematics  Bicriteria weighted (BCW) scheme  dynamic neural network (DNN)  quadratic programming (QP) problem  robustness  
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:49/0  |  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