New conditions for global stability of neural networks with application to linear and quadratic programming problems

M Forti, A Tesi - IEEE Transactions on Circuits and Systems I …, 1995 - ieeexplore.ieee.org
… , and GAS of the neural network equilibrium point in the … symmetric or nonsymmetric and the
neuron activation may be modeled … of neural networks including the additive neural network

Global stability of a class of continuous-time recurrent neural networks

S Hu, J Wang - IEEE Transactions on Circuits and Systems I …, 2002 - ieeexplore.ieee.org
neural networks whose activation functions may not be monotone nondecreasing. We also
provide a Lyapunov diagonal stability … the GES of the neural networks with globally Lipschitz …

Global stability and local stability of Hopfield neural networks with delays

H Ye, AN Michel, K Wang - Physical Review E, 1994 - APS
… III, we establishour main result for the global stability of Hopfield neural networks with
delays. In Sec. IV we investigate the local stability of equilibria of neural networks (1.A specific …

Global stability of neural networks with distributed delays

H Zhao - Physical Review E, 2003 - APS
… 22 have considered the global asymptotic stability of the recurrent neural networks 3. Our …
recurrent neural networks 3 and to give a set of criteria ensuring global asymptotic stability of …

Global stability of a class of discrete-time recurrent neural networks

S Hu, J Wang - IEEE Transactions on Circuits and Systems I …, 2002 - ieeexplore.ieee.org
neural networks to have a unique equilibrium and to be globally asymptotically or exponentially
stable … Hence, exploring the global asymptotic stability of neural networks is an important …

Global stability analysis of a general class of discontinuous neural networks with linear growth activation functions

H Wu - Information Sciences, 2009 - Elsevier
… the global asymptotic stability of the periodic solution for a general class of neural networks
whose neuron … condition which ensures the global asymptotical stability of a unique periodic …

Global robust stability analysis of neural networks with multiple time delays

N Ozcan, S Arik - IEEE transactions on Circuits and Systems I …, 2006 - ieeexplore.ieee.org
… of robust stability of the equilibrium point of neural networks. Definition 1 [20]: The neural
network … Zhu, “Global stability of cellular neural networks with constant and variable delays,” …

Global exponential stability and global convergence in finite time of delayed neural networks with infinite gain

M Forti, P Nistri, D Papini - … Transactions on Neural Networks, 2005 - ieeexplore.ieee.org
… on global stability and global exponential stability of the equilibrium point for delayed
Hopfield neural networks and cellular neural networks with Lipschitz continuous neuron acti- …

Stability analysis of dynamical neural networks

Y Fang, TG Kincaid - IEEE Transactions on Neural Networks, 1996 - ieeexplore.ieee.org
… ) stable, it may not be globally stable. This paper addresses both the global stability and local
stability of dynamical neural … are interested in the global stability of this neural network (5). …

Global asymptotic and robust stability of recurrent neural networks with time delays

J Cao, J Wang - IEEE Transactions on Circuits and Systems I …, 2005 - ieeexplore.ieee.org
… are given to ascertain stability of analog neural networks with time delays. Recently, we
also note that a global stability criterion is presented for delayed neural networks in [12] during …