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Kstar_tokamak_simulator ⭐ 30

A tokamak (nuclear fusion reactor) simulator with LSTM-based neural network (KSTAR-NN)

We introduce an innovative physics-informed LSTM framework for metamodeling of nonlinear structural systems with scarce data.

Physicsawareae ⭐ 13

The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-uniform parameter/time-varying grid, such that the Kolmogorov n-width of the mapped data on the learned grid is minimized.

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