Machine learning research on complex, chaotic dynamics, time-series, & spatio-temporal data.
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- cselab/LED
cselab/LED Public - RNN-RC-Chaos
RNN-RC-Chaos PublicRNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
- RNN-Lyapunov-Spectrum
RNN-Lyapunov-Spectrum PublicA data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.
- LearningEffectiveDynamics
LearningEffectiveDynamics PublicFramework to learn effective dynamics and couple a macro scale simulator with a fast neural network latent propagator.
Python 7
- cselab/LED-Molecular
cselab/LED-Molecular PublicPython 5
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