Physics-Informed Echo State Networks

Physics-Informed Echo State Networks

31 October 2020

Luca Magri

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Papers citing "Physics-Informed Echo State Networks"

14 / 14 papers shown

Title
Attractor learning for spatiotemporally chaotic dynamical systems using echo state networks with transfer learning Mohammad Shah Alam William Ott Ilya Timofeyev 29 0 0 30 May 2025
Using Echo-State Networks to Reproduce Rare Events in Chaotic Systems Anton Erofeev Balasubramanya T. Nadiga Ilya Timofeyev 12 0 0 22 May 2025
Enhancing Computational Efficiency in Multiscale Systems Using Deep Learning of Coordinates and Flow Maps Asif Hamid Danish Rafiq S. A. Nahvi M. A. Bazaz AI4CE 63 0 0 28 Apr 2024
Adjoint Sensitivities of Chaotic Flows without Adjoint Solvers: A Data-Driven Approach D. E. Ozan Luca Magri 25 1 0 18 Apr 2024
Machine learning for advancing low-temperature plasma modeling and simulation J. Trieschmann Luca Vialetto T. Gergs AI4CE 55 6 0 30 Jun 2023
Analogue and Physical Reservoir Computing Using Water Waves I. Maksymov 55 17 0 15 Jun 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 87 5 0 24 Apr 2023
Physics-Informed Long Short-Term Memory for Forecasting and Reconstruction of Chaos Elise Özalp G. Margazoglou Luca Magri AI4TS 26 3 0 03 Feb 2023
Data-driven prediction and control of extreme events in a chaotic flow A. Racca Luca Magri 44 20 0 25 Apr 2022
CD-ROM: Complemented Deep-Reduced Order Model Emmanuel Menier M. Bucci Mouadh Yagoubi L. Mathelin Marc Schoenauer 90 8 0 22 Feb 2022
Simultaneous boundary shape estimation and velocity field de-noising in Magnetic Resonance Velocimetry using Physics-informed Neural Networks Ushnish Sengupta Alexandros Kontogiannis M. Juniper 16 0 0 16 Jul 2021
Frame-independent vector-cloud neural network for nonlocal constitutive modeling on arbitrary grids Xueqing Zhou Jiequn Han Heng Xiao 64 31 0 11 Mar 2021
Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics A. Racca Luca Magri OOD AAML 52 64 0 09 Feb 2021
Auto-Encoded Reservoir Computing for Turbulence Learning N. Doan W. Polifke Luca Magri AI4CE 27 10 0 20 Dec 2020