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nlin.CD2026
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…
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…