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Attractor reconstruction with reservoir computers: The effect of the
  reservoir's conditional Lyapunov exponents on faithful attractor
  reconstruction

Attractor reconstruction with reservoir computers: The effect of the reservoir's conditional Lyapunov exponents on faithful attractor reconstruction

30 December 2023
J. D. Hart
ArXivPDFHTML

Papers citing "Attractor reconstruction with reservoir computers: The effect of the reservoir's conditional Lyapunov exponents on faithful attractor reconstruction"

5 / 5 papers shown
Title
Reconstruction of neuromorphic dynamics from a single scalar time series
  using variational autoencoder and neural network map
Reconstruction of neuromorphic dynamics from a single scalar time series using variational autoencoder and neural network map
P. V. Kuptsov
N. Stankevich
45
0
0
11 Nov 2024
Modeling Nonlinear Oscillator Networks Using Physics-Informed Hybrid Reservoir Computing
Modeling Nonlinear Oscillator Networks Using Physics-Informed Hybrid Reservoir Computing
Andrew Shannon
Conor Houghton
David Barton
Martin Homer
23
0
0
07 Nov 2024
Chaotic attractor reconstruction using small reservoirs -- the influence
  of topology
Chaotic attractor reconstruction using small reservoirs -- the influence of topology
Lina Jaurigue
AI4TS
23
9
0
23 Feb 2024
A Systematic Exploration of Reservoir Computing for Forecasting Complex
  Spatiotemporal Dynamics
A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics
Jason A. Platt
S. Penny
T. A. Smith
Tse-Chun Chen
H. Abarbanel
AI4TS
38
33
0
21 Jan 2022
Model-free inference of unseen attractors: Reconstructing phase space
  features from a single noisy trajectory using reservoir computing
Model-free inference of unseen attractors: Reconstructing phase space features from a single noisy trajectory using reservoir computing
André Röhm
D. Gauthier
Ingo Fischer
58
39
0
06 Aug 2021
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