A Systematic Exploration of Reservoir Computing for Forecasting Complex
Spatiotemporal Dynamics

A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics

21 January 2022

Papers citing "A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics"

12 / 12 papers shown

Title
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction Manuel Brenner Christoph Jurgen Hemmer Zahra Monfared Daniel Durstewitz AI4CE 33 0 0 18 Oct 2024
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data Manuel Brenner Elias Weber G. Koppe Daniel Durstewitz AI4TS AI4CE 36 3 0 07 Oct 2024
4D-Var using Hessian approximation and backpropagation applied to automatically-differentiable numerical and machine learning models Kylen Solvik Stephen G. Penny Stephan Hoyer 19 2 0 05 Aug 2024
Out-of-Domain Generalization in Dynamical Systems Reconstruction Niclas Alexander Göring Florian Hess Manuel Brenner Zahra Monfared Daniel Durstewitz AI4CE 32 10 0 28 Feb 2024
Attractor reconstruction with reservoir computers: The effect of the reservoir's conditional Lyapunov exponents on faithful attractor reconstruction J. D. Hart 17 6 0 30 Dec 2023
Tuning the activation function to optimize the forecast horizon of a reservoir computer Lauren A. Hurley Juan G. Restrepo Sean E. Shaheen 18 4 0 20 Dec 2023
SMT 2.0: A Surrogate Modeling Toolbox with a focus on Hierarchical and Mixed Variables Gaussian Processes P. Saves R. Lafage N. Bartoli Y. Diouane J. Bussemaker T. Lefebvre John T. Hwang J. Morlier J. Martins MoE 11 60 0 23 May 2023
Temporal Subsampling Diminishes Small Spatial Scales in Recurrent Neural Network Emulators of Geophysical Turbulence T. A. Smith S. Penny Jason A. Platt Tse-Chun Chen 22 5 0 28 Apr 2023
Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks Jason A. Platt S. Penny T. A. Smith Tse-Chun Chen H. Abarbanel AI4TS 33 5 0 24 Apr 2023
Integrating Multimodal Data for Joint Generative Modeling of Complex Dynamics Manuela Brenner Florian Hess G. Koppe Daniel Durstewitz 18 9 0 15 Dec 2022
Learning Spatiotemporal Chaos Using Next-Generation Reservoir Computing W. A. S. Barbosa D. Gauthier 25 32 0 24 Mar 2022
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 222 273 0 24 Mar 2020