maxehre / polynomial_surrogatesLinks
Tools to construct surrogate models based on Hermitian polynomial bases. Includes full-factorial and sparse polynomial chaos expansions via least-angle regression as well as continuous-space low-rank approximations in canonical polyadics format.
☆10Updated 7 years ago
Alternatives and similar repositories for polynomial_surrogates
Users that are interested in polynomial_surrogates are comparing it to the libraries listed below
Sorting:
- ☆40Updated 2 years ago
- Multifidelity Kriging, Efficient Global Optimization☆19Updated 7 years ago
- time-variant reliability analysis method☆18Updated 5 years ago
- Multi-fidelity modeling using Gaussian processes and nonlinear auto-regressive schemes.☆71Updated 9 years ago
- multi-fidelity neural network☆22Updated 2 years ago
- Multi-fidelity Gaussian Process☆29Updated 5 years ago
- MIVor: An innovative adaptive Kriging approach for efficient problem classification.☆19Updated 5 years ago
- Source codes for Probability-Adaptive Kriging in n-Ball (PAK-Bn) (Kim & Song, 2020)☆11Updated 10 months ago
- ☆43Updated 2 years ago
- Multi-fidelity probability machine learning☆22Updated 3 months ago
- an active-learning method for reliability analysis based on multi-fidelity kriging model☆44Updated 2 years ago
- Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data☆50Updated 5 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- ☆63Updated 6 years ago
- The code is used to solve structural reliability analysis problem via the BSC_RLCB method☆15Updated 4 years ago
- Multi-fidelity reduced-order surrogate modeling☆31Updated 7 months ago
- ☆23Updated 5 months ago
- Multi-fidelity classification with Gaussian process☆18Updated 2 years ago
- Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawa…☆43Updated 3 years ago
- This Matlab files are used to demonstrate on how to perform Reliability-based Design Optimization (RBDO) using FERUM. Two approaches are …☆16Updated 2 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆37Updated 2 years ago
- My version of AK-MCS in Matlab, DACE toolbox is also provided but it is not mine.☆10Updated 3 years ago
- Gradient-enhanced Kriging surrogate model☆25Updated 2 months ago
- ☆25Updated 5 years ago
- Codes related to our paper "Sparse Polynomial Chaos Expansions via D-optimal Designs and Compressed Sensing." https://www.sciencedirect.…☆20Updated 6 years ago
- ☆49Updated 4 years ago
- TensorFlow 2.0 implementation of Yibo Yang, Paris Perdikaris’s adversarial Uncertainty Quantification in Physics Informed Neural Networks…☆21Updated 2 years ago
- ☆21Updated last year
- A Matlab toolbox for solving the generalized density evolution equation (GDEE) in the probability density evolution method (PDEM) by fini…☆30Updated last year
- PINN for heat transfer problems☆23Updated 4 years ago