Long-Time Predictive Modeling of Nonlinear Dynamical Systems Using Neural Networks

We study the use of feedforward neural networks (FNN) to develop models of nonlinear dynamical systems from data. Emphasis is placed on predictions at long times, with limited data availability. Inspired by global stability analysis, and the observation of strong correlation between the local error...

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Bibliographic Details
Main Authors: Shaowu Pan, Karthik Duraisamy
Format: Article
Language:English
Published: Hindawi-Wiley 2018-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2018/4801012