DA-CAE-ESN diagram

Real-time forecasting of chaotic dynamics from sparse data and autoencoders

This paper introduces DA-MIRL, a novel framework that integrates sequential DA with off-policy RL to estimate and control high-dimensional, spatio-temporal chaos using only partial and noisy observations..

November 20, 2025 · Elise Özalp, Andrea Nóvoa, Luca Magri
DA-MIRL diagram

Data-assimilated model-informed reinforcement learning (DA-MIRL)

This paper introduces DA-MIRL, a novel framework that integrates sequential DA with off-policy RL to estimate and control high-dimensional, spatio-temporal chaos using only partial and noisy observations..

October 20, 2025 · Defne Ozan, Andrea Nóvoa, George Rigas, Luca Magri