10 citations · 10 across the 3 of their papers we have counts for
4 papers
Automated discovery of dimensional reductions in coupled oscillators
Dishant Sisodia, Sarika Jalan
There have been persistent efforts to uncover low-dimensional macroscopic dynamics in large systems of interacting microscopic units, in which underlying physical principles govern…
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…
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…
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…