[PDF][PDF] 神经网络七十年: 回顾与展望

焦李成, 杨淑媛, 刘芳, 王士刚, 冯志玺 - 计算机学报, 2016 - cjc.ict.ac.cn
Hodykin-Huxley 方程, 感知器模型与自适应滤波器, 再到六十年代的自组织映射网络,
神经认知机, 自适应共振网络, 许多神经计算模型都发展成为信号处理, 计算机视觉 …

A comprehensive review of stability analysis of continuous-time recurrent neural networks

H Zhang, Z Wang, D Liu - IEEE Transactions on Neural …, 2014 - ieeexplore.ieee.org
Stability problems of continuous-time recurrent neural networks have been extensively
studied, and many papers have been published in the literature. The purpose of this paper is …

Adaptive optimal control for a class of nonlinear systems: The online policy iteration approach

S He, H Fang, M Zhang, F Liu… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
This paper studies the online adaptive optimal controller design for a class of nonlinear
systems through a novel policy iteration (PI) algorithm. By using the technique of neural …

Global exponential stability of generalized recurrent neural networks with discrete and distributed delays

Y Liu, Z Wang, X Liu - Neural Networks, 2006 - Elsevier
This paper is concerned with analysis problem for the global exponential stability of a class
of recurrent neural networks (RNNs) with mixed discrete and distributed delays. We first …

State estimation for delayed neural networks

Z Wang, DWC Ho, X Liu - IEEE Transactions on Neural …, 2005 - ieeexplore.ieee.org
In this letter, the state estimation problem is studied for neural networks with time-varying
delays. The interconnection matrix and the activation functions are assumed to be norm …

Global exponential stability and periodicity of reaction–diffusion delayed recurrent neural networks with Dirichlet boundary conditions

JG Lu - Chaos, Solitons & Fractals, 2008 - Elsevier
In this paper, the global exponential stability and periodicity for a class of reaction–diffusion
delayed recurrent neural networks with Dirichlet boundary conditions are addressed by …

Stability and dissipativity analysis of static neural networks with time delay

ZG Wu, J Lam, H Su, J Chu - IEEE Transactions on Neural …, 2011 - ieeexplore.ieee.org
This paper is concerned with the problems of stability and dissipativity analysis for static
neural networks (NNs) with time delay. Some improved delay-dependent stability criteria are …

Delay-dependent exponential stability analysis of delayed neural networks: an LMI approach

X Liao, G Chen, EN Sanchez - Neural networks, 2002 - Elsevier
For neural networks with constant or time-varying delays, the problems of determining the
exponential stability and estimating the exponential convergence rate are studied in this …

Global Mittag-Leffler stability and synchronization analysis of fractional-order quaternion-valued neural networks with linear threshold neurons

X Yang, C Li, Q Song, J Chen, J Huang - Neural Networks, 2018 - Elsevier
This paper talks about the stability and synchronization problems of fractional-order
quaternion-valued neural networks (FQVNNs) with linear threshold neurons. On account of …

Global asymptotic stability of recurrent neural networks with multiple time-varying delays

H Zhang, Z Wang, D Liu - IEEE Transactions on Neural …, 2008 - ieeexplore.ieee.org
In this paper, several sufficient conditions are established for the global asymptotic stability
of recurrent neural networks with multiple time-varying delays. The Lyapunov–Krasovskii …