PredictiveScienceLab / advanced-scientific-machine-learning
ME 697 - Advanced Scientific Machine Learning
☆15Updated this week
Related projects ⓘ
Alternatives and complementary repositories for advanced-scientific-machine-learning
- Code for the Paper "Physics-Informed Gaussian Process Regression Generalizes Linear PDE Solvers"☆21Updated 6 months ago
- Code for the paper: Solving and Learning Nonlinear PDEs with Gaussian Processes☆33Updated last month
- Differentiable interface to FEniCS for JAX☆50Updated 3 years ago
- Introduction to Data Science for Mechanical Engineers☆18Updated 2 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆66Updated 4 years ago
- Practicum on Supervised Learning in Function Spaces☆32Updated 2 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆52Updated 2 years ago
- ☆37Updated last year
- ☆45Updated this week
- ☆27Updated 2 years ago
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆24Updated 2 years ago
- Machine learning algorithms for discovering dimensionless groups from simulation and experimental data☆11Updated 2 years ago
- ☆21Updated 4 years ago
- PySpectral is a Python package for solving the partial differential equation (PDE) of Burgers' equation in its deterministic and stochast…☆14Updated last year
- Update PDEKoopman code to Tensorflow 2☆22Updated 3 years ago
- An integrated demo: Gaussian processes for PDEs and inverse problems☆13Updated 6 months ago
- A Python module that implements tools for the simulation and identification of random fields using the Karhunen-Loeve expansion represent…☆20Updated 8 years ago
- Dimension reduced surrogate construction for parametric PDE maps☆36Updated 3 months ago
- Code for the paper "Structure-preserving neural networks" published in Journal of Computational Physics (JCP).☆19Updated last year
- ☆89Updated this week
- Two Dimensional Fokker-Planck Solver using Matlab☆18Updated 5 years ago
- Repository for Deterministic Particle Flow Control framework☆10Updated 2 years ago
- Example problems in Physics informed neural network in JAX☆76Updated last year
- ☆12Updated 5 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆28Updated 2 years ago
- IterGP: Computation-Aware Gaussian Process Inference (NeurIPS 2022)☆38Updated last year
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆72Updated 2 years ago
- ☆52Updated 8 months ago
- ☆11Updated last month
- Pseudospectral Kolmogorov Flow Solver☆34Updated last year