Data-informed reservoir computing for efficient time-series prediction
We propose a new approach to dynamical system forecasting called data-informed-reservoir
computing (DI-RC) that, while solely being based on data, yields increased accuracy …
computing (DI-RC) that, while solely being based on data, yields increased accuracy …
Temporal subsampling diminishes small spatial scales in recurrent neural network emulators of geophysical turbulence
The immense computational cost of traditional numerical weather and climate models has
sparked the development of machine learning (ML) based emulators. Because ML methods …
sparked the development of machine learning (ML) based emulators. Because ML methods …