From Zhang neural network to Newton iteration for matrix inversion

Y Zhang, W Ma, B Cai - … Transactions on Circuits and Systems I …, 2008 - ieeexplore.ieee.org
Different from gradient-based neural networks, a special kind of recurrent neural network (RNN)
has recently been proposed by Zhang for online matrix inversion. Such an RNN is …

Simulation and verification of Zhang neural network for online time-varying matrix inversion

Y Zhang, C Yi, W Ma - Simulation Modelling Practice and Theory, 2009 - Elsevier
Differing from gradient-based neural networks (GNN), a special kind of recurrent neural
network has recently been proposed by Zhang et al. for real-time inversion of time-varying …

Comparison on gradient-based neural dynamics and Zhang neural dynamics for online solution of nonlinear equations

Y Zhang, C Yi, W Ma - Advances in Computation and Intelligence: Third …, 2008 - Springer
For online solution of nonlinear equation f(x) = 0, this paper generalizes a special kind of
recurrent neural dynamics by using a recent design method proposed by Zhang et al. Different …

MATLAB simulink modeling and simulation of LVI-based primal–dual neural network for solving linear and quadratic programs

Y Zhang, W Ma, XD Li, HZ Tan, K Chen - Neurocomputing, 2009 - Elsevier
In view of parallel-processing nature and circuit-implementation convenience, recurrent
neural networks are often employed to solve optimization problems. Recently, a primal-dual …

The link between Newton iteration for matrix inversion and Zhang neural network (ZNN)

Y Zhang, W Ma, C Yi - 2008 IEEE International Conference on …, 2008 - ieeexplore.ieee.org
Different from gradient-based neural networks, a special kind of recurrent neural network has
recently been proposed by Zhang et al for online matrix inversion. Such a neural network is …

MATLAB Simulink modeling and simulation of Zhang neural networks for online time-varying Sylvester equation solving

W Ma, Y Zhang, J Wang - 2008 IEEE International Joint …, 2008 - ieeexplore.ieee.org
Recently, a special kind of recurrent neural networks has been proposed by Zhang et al for
online solution of Sylvester equation with time-varying coefficients. Their neural dynamics are …

MATLAB simulation of gradient-based neural network for online matrix inversion

Y Zhang, K Chen, W Ma, XD Li - International Conference on Intelligent …, 2007 - Springer
This paper investigates the simulation of a gradient-based recurrent neural network for
online solution of the matrix-inverse problem. Several important techniques are employed as …

MATLAB Simulink modeling and simulation of Zhang neural network for online time-varying matrix inversion

Y Zhang, X Guo, W Ma, K Chen… - 2008 IEEE International …, 2008 - ieeexplore.ieee.org
Recently, a special kind of recurrent neural networks (RNN) with implicit dynamics has been
proposed by Zhang et al for online time-varying problems solving (such as time-varying …

On the variable step-size of discrete-time Zhang neural network and Newton iteration for constant matrix inversion

Y Zhang, B Cai, M Liang, W Ma - 2008 Second International …, 2008 - ieeexplore.ieee.org
A special kind of recurrent neural network has recently been proposed by Zhang et al for
matrix inversion. Then, for possible hardware and digital-circuit realization, the corresponding …

MATLAB simulation of Zhang neural networks for time-varying Sylvester equation solving

Y Zhang, W Ma, K Chen, P Li - Information Computing And …, 2008 - World Scientific
In recent years, many studies have been reported on real-time solutions of algebraic
problems including matrix inversion and linear equations solving. Recently, a special kind of …