Machine learning research on complex, chaotic dynamics, time-series, & spatio-temporal data.
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RNN-RC-Chaos
RNN-RC-Chaos PublicRNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
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RNN-Lyapunov-Spectrum
RNN-Lyapunov-Spectrum PublicA data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.
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LearningEffectiveDynamics
LearningEffectiveDynamics PublicFramework to learn effective dynamics and couple a macro scale simulator with a fast neural network latent propagator.
Python 6
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