Popular repositories Loading

1. Tracking-Control Tracking-Control Public

   Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.

   MATLAB 32 7

2. Reservoir-Computing-and-Hyperparameter-Optimization Reservoir-Computing-and-Hyperparameter-Optimization Public

   Reservoir computing for short-and long-term prediction of chaotic systems, with tasks Lorenz and Mackey-Glass systems. Bayesian optimization (hyperparameter optimization algorithm) is used to tune …

   MATLAB 28 2

3. Dynamics-Reconstruction-ML Dynamics-Reconstruction-ML Public

   Published in Nature Communications: Bridging known and unknown dynamics by transformer-based machine-learning inference from sparse observations

   Python 7 1

4. Parameter-Tracking-with-Machine-Learning Parameter-Tracking-with-Machine-Learning Public

   Codes for ''Machine-learning parameter tracking with partial state observation'', which published in Physical Review Research.

   MATLAB 6 1

5. AMOC AMOC Public

   Codes for ''Machine-learning nowcasting of the Atlantic Meridional Overturning Circulation''. The main idea is to use reservoir computing to predict the AMOC evolution in short term.

   MATLAB 2 1

6. Meta-learning-Ecosystems Meta-learning-Ecosystems Public

   Paper entitled ''Learning to learn ecosystems from limited data''

   Python 1 2