Modeling Nonlinear Oscillator Networks Using Physics-Informed Hybrid Reservoir Computing

Modeling Nonlinear Oscillator Networks Using Physics-Informed Hybrid Reservoir Computing

7 November 2024

Papers citing "Modeling Nonlinear Oscillator Networks Using Physics-Informed Hybrid Reservoir Computing"

12 / 12 papers shown

Title
Out-of-Domain Generalization in Dynamical Systems Reconstruction Niclas Alexander Göring Florian Hess Manuel Brenner Zahra Monfared Daniel Durstewitz AI4CE 52 15 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 64 6 0 30 Dec 2023
Embedding Theory of Reservoir Computing and Reducing Reservoir Network Using Time Delays Xing-Yue Duan Xiong Ying Siyang Leng Jürgen Kurths Wei Lin Huanfei Ma 34 21 0 16 Mar 2023
Catch-22s of reservoir computing Yuanzhao Zhang Sean P. Cornelius 36 12 0 18 Oct 2022
Recurrent Neural Networks for Dynamical Systems: Applications to Ordinary Differential Equations, Collective Motion, and Hydrological Modeling Yonggi Park Kelum Gajamannage D. Jayathilake Erik Bollt AI4CE 46 20 0 14 Feb 2022
Parallel Machine Learning for Forecasting the Dynamics of Complex Networks Keshav Srinivasan Nolan J. Coble J. Hamlin Thomas Antonsen Edward Ott M. Girvan AI4TS 16 27 0 27 Aug 2021
Next Generation Reservoir Computing D. Gauthier Erik Bollt Aaron Griffith W. A. S. Barbosa 36 395 0 14 Jun 2021
Model-Size Reduction for Reservoir Computing by Concatenating Internal States Through Time Yusuke Sakemi K. Morino T. Leleu Kazuyuki Aihara 46 20 0 11 Jun 2020
Model-free prediction of spatiotemporal dynamical systems with recurrent neural networks: Role of network spectral radius Junjie Jiang Y. Lai 22 105 0 10 Oct 2019
Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model Jaideep Pathak Alexander Wikner Rebeckah K. Fussell Sarthak Chandra Brian Hunt M. Girvan Edward Ott 33 286 0 09 Mar 2018
An overview and comparative analysis of Recurrent Neural Networks for Short Term Load Forecasting F. Bianchi E. Maiorino Michael C. Kampffmeyer A. Rizzi Robert Jenssen AI4TS 78 218 0 11 May 2017
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 162 6,760 0 03 Sep 2014