An extension of Fourier Neural Operator to finite-dimensional input and/or output spaces.
Signal Filtering and Generation of Synthetic Time-Series.
Source code for Surrogate Modeling of Melt Pool Temperature Field using Deep Learning
Arbitrary Polynomial Chaos Toolkit
Supplementary materials for Siggraph 2020 technical paper Fabrication-in-the-Loop Co-Optimization of Surfaces and Styli for Drawing Haptics
Deep Residual Transformer Neural Network (DRTNN)
Data-driven surrogate model of the Huxley muscle model based on Gated Recurrent Unit (GRU), Temporal Convolutional Network (TCN), Nested Long Short-Term Unit (Nested LSTM)..
Surrogate model for predicting free fall motion. The project uses machine learning to replicate the parabolic trajectory of free fall based on initial velocity and launch angle. Includes MSE-based performance evaluation and trajectory comparison plots.
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