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Second-order bounds on the domain of attraction and the rate of convergence of nonlinear dynamical systems and neural networks

Published: 01 July 1994 Publication History

Abstract

We present a method for analyzing the convergence properties of nonlinear dynamical systems yielding second-order bounds on the domain of attraction of an asymptotically stable equilibrium point and on the time of convergence in the estimated domain. We show that under certain conditions on the system, there exists an analytic solution to the corresponding optimization problem. The method is applied in analyzing the dynamics of a neural network model

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cover image IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks  Volume 5, Issue 4
July 1994
133 pages

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IEEE Press

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Published: 01 July 1994

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