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2001.10280
Cited By

Reservoir computing model of two-dimensional turbulent convection

v1v2 (latest)

Reservoir computing model of two-dimensional turbulent convection

28 January 2020

ArXiv (abs)PDF HTML

Papers citing "Reservoir computing model of two-dimensional turbulent convection"

15 / 15 papers shown

Prediction performance of random reservoirs with different topology for nonlinear dynamical systems with different number of degrees of freedom

Prediction performance of random reservoirs with different topology for nonlinear dynamical systems with different number of degrees of freedom

Shailendra K. Rathor

Jörg Schumacher

28

0

0

27 Nov 2025

Reservoir Computing via Multi-Scale Random Fourier Features for Forecasting Fast-Slow Dynamical Systems

Reservoir Computing via Multi-Scale Random Fourier Features for Forecasting Fast-Slow Dynamical Systems

98

0

0

04 Nov 2025

A Novel Reservoir Computing Framework for Chaotic Time Series Prediction Using Time Delay Embedding and Random Fourier Features

A Novel Reservoir Computing Framework for Chaotic Time Series Prediction Using Time Delay Embedding and Random Fourier Features

91

0

0

04 Nov 2025

Attractor learning for spatiotemporally chaotic dynamical systems using echo state networks with transfer learning

Attractor learning for spatiotemporally chaotic dynamical systems using echo state networks with transfer learning

Mohammad Shah Alam

185

0

0

30 May 2025

Slim multi-scale convolutional autoencoder-based reduced-order models for interpretable features of a complex dynamical systemAPL Machine Learning (AML), 2025

Philipp Pfeffer

Mohammad Sharifi Ghazijahani

Christian Cierpka

206

2

0

06 Jan 2025

Asymmetrically connected reservoir networks learn better

Asymmetrically connected reservoir networks learn betterPhysical Review E (Phys. Rev. E), 2024

Shailendra K. Rathor

Jörg Schumacher

167

4

0

01 Oct 2024

Solving Partial Differential Equations with Equivariant Extreme Learning
Machines

Solving Partial Differential Equations with Equivariant Extreme Learning Machines

Christine Allen-Blanchette

Ricardo Vinuesa

Mikael Mortensen

Sebastian Peitz

453

4

0

29 Apr 2024

DeepClouds.ai: Deep learning enabled computationally cheap direct
numerical simulations

DeepClouds.ai: Deep learning enabled computationally cheap direct numerical simulations

Suryachandra A. Rao

150

3

0

18 Aug 2022

RcTorch: a PyTorch Reservoir Computing Package with Automated
Hyper-Parameter Optimization

RcTorch: a PyTorch Reservoir Computing Package with Automated Hyper-Parameter Optimization

193

10

0

12 Jul 2022

Direct data-driven forecast of local turbulent heat flux in
Rayleigh-Bénard convection

Direct data-driven forecast of local turbulent heat flux in Rayleigh-Bénard convectionThe Physics of Fluids (Phys. Fluids), 2022

235

35

0

26 Feb 2022

Predictions of Reynolds and Nusselt numbers in turbulent convection
using machine-learning models

Predictions of Reynolds and Nusselt numbers in turbulent convection using machine-learning modelsThe Physics of Fluids (Phys. Fluids), 2022

Shashwat Bhattacharya

Arnab Bhattacharya

121

20

0

10 Jan 2022

Predicting Shallow Water Dynamics using Echo-State Networks with
Transfer Learning

Predicting Shallow Water Dynamics using Echo-State Networks with Transfer Learning

Balasubramanya T. Nadiga

155

7

0

16 Dec 2021

Can neural networks predict dynamics they have never seen?

Can neural networks predict dynamics they have never seen?

122

3

0

12 Nov 2021

Deep learning for surrogate modelling of 2D mantle convection

Deep learning for surrogate modelling of 2D mantle convectionPhysical Review Fluids (Phys. Rev. Fluids), 2021

Siddhant Agarwal

184

11

0

23 Aug 2021

Physics-aware deep neural networks for surrogate modeling of turbulent
natural convection

Physics-aware deep neural networks for surrogate modeling of turbulent natural convection

113

23

0

05 Mar 2021

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