3 papers
nlin.CD2026
Finite-time Lyaponov analysis of a trained reservoir computer
Dishant Sisodia, Sarika Jalan
We use finite-time Lyapunov exponent (FTLE) distributions to probe transition mechanisms in high-dimensional reservoir maps trained on low-dimensional chaotic dynamics across multi…
nlin.CD2025
Dynamics of reservoir computing for crises prediction
Dishant Sisodia, Sarika Jalan
Reservoir computing has emerged as a powerful framework for time series modelling and forecasting including the prediction of discontinuous transitions. However, the mechanism behi…
nlin.AO2024
Dynamical analysis of a parameter-aware reservoir computer
Dishant Sisodia, Sarika Jalan
Reservoir computing has been shown to be a useful framework for predicting critical transitions of a dynamical system if the bifurcation parameter is also provided as an input. Its…