Backpropagation algorithms and reservoir computing in recurrent neural networks for the forecasting of complex spatiotemporal dynamics

PR Vlachas, J Pathak, BR Hunt, TP Sapsis, M Girvan… - Neural Networks, 2020 - Elsevier
We examine the efficiency of Recurrent Neural Networks in forecasting the spatiotemporal
dynamics of high dimensional and reduced order complex systems using Reservoir …

Border-Collision Bifurcations in

DJW Simpson - siam REVIEW, 2016 - SIAM
For piecewise-smooth maps, new dynamics can be created by varying parameters such that
a fixed point collides with a surface on which the map is nonsmooth. If the map is continuous …

Complex dynamics of the simplest neuron model: Singular chaotic Shilnikov attractor as specific oscillatory neuron activity

NV Stankevich, AS Gonchenko, ES Popova… - Chaos, Solitons & …, 2023 - Elsevier
We study complex dynamics of the Chialvo model that is the simplest neuron-type model in
form of a four-parameter family of two-dimensional noninvertible maps (endomorphisms) …

[图书][B] Chaotic modelling and simulation: analysis of chaotic models, attractors and forms

CH Skiadas, C Skiadas - 2008 - taylorfrancis.com
Offers Both Standard and Novel Approaches for the Modeling of SystemsExamines the
Interesting Behavior of Particular Classes of ModelsChaotic Modelling and Simulation …

Computing one-dimensional stable manifolds and stable sets of planar maps without the inverse

JP England, B Krauskopf, HM Osinga - SIAM Journal on Applied Dynamical …, 2004 - SIAM
We present an algorithm to compute the one-dimensional stable manifold of a saddle point
for a planar map. In contrast to current standard techniques, here it is not necessary to know …

The dynamics of a triopoly Cournot game

A Agliari, L Gardini, T Puu - Chaos, Solitons & Fractals, 2000 - Elsevier
This paper reconsiders the Cournot oligopoly (noncooperative) game with iso-elastic
demand and constant marginal costs, one of the rare cases where the reaction functions can …

A business cycle model with cubic nonlinearity

T Puu, I Sushko - Chaos, Solitons & Fractals, 2004 - Elsevier
This paper deals with a simple multiplier-accelerator model of the business cycle, including
a cubic nonlinearity. The corresponding two dimensional iterative map is represented in …

Global bifurcations of closed invariant curves in two-dimensional maps: a computer assisted study

A Agliari, GI Bischi, R Dieci, L Gardini - International Journal of …, 2005 - World Scientific
In this paper we describe some sequences of global bifurcations involving attracting and
repelling closed invariant curves of two-dimensional maps that have a fixed point which may …

Complex patterns on the plane: different types of basin fractalization in a two-dimensional mapping

R López-Ruiz, D Fournier-Prunaret - International Journal of …, 2003 - World Scientific
Basins generated by a noninvertible mapping formed by two symmetrically coupled logistic
maps are studied when the only parameter λ of the system is modified. Complex patterns on …

Three-dimensional dissipative diffeomorphisms with homoclinic tangencies

JC Tatjer - Ergodic theory and Dynamical systems, 2001 - cambridge.org
Given a two-parameter family of three-dimensional diffeomorphisms\{f_ {a, b}\} _ {a, b}, with
a dissipative (but not sectionally dissipative) saddle fixed point, assume that a special type of …