maxehre / polynomial_surrogates
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 6 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:
- ☆37Updated last year
- Multifidelity Kriging, Efficient Global Optimization☆18Updated 6 years ago
- time-variant reliability analysis method☆14Updated 5 years ago
- Multi-fidelity Gaussian Process☆26Updated 4 years ago
- an active-learning method for reliability analysis based on multi-fidelity kriging model☆32Updated last year
- The code is used to solve structural reliability analysis problem via the BSC_RLCB method☆11Updated 3 years ago
- Source codes for Probability-Adaptive Kriging in n-Ball (PAK-Bn) (Kim & Song, 2020)☆10Updated last month
- Multi-fidelity probability machine learning☆18Updated 3 months ago
- MIVor: An innovative adaptive Kriging approach for efficient problem classification.☆18Updated 5 years ago
- ☆37Updated 2 years ago
- Multi-fidelity modeling using Gaussian processes and nonlinear auto-regressive schemes.☆63Updated 8 years ago
- This is a compact code for reliability analysis under uncertainty using a Polynomial Regression Machine Learning approach. The code imple…☆13Updated 5 years ago
- ☆48Updated 3 years ago
- multi-fidelity neural network☆18Updated last year
- Gradient-enhanced Kriging surrogate model☆20Updated last month
- This Matlab files are used to demonstrate on how to perform Reliability-based Design Optimization (RBDO) using FERUM. Two approaches are …☆13Updated last year
- Matlab codes for Arbitrary Polynomial Chaos Expansion☆12Updated 4 years ago
- ☆15Updated last month
- Simple Bayesian optimization in MATLAB, with interface to interact with simulations in ANSYS.☆17Updated last year
- A MATLAB implementation of the co-kriging process using the DACE toolbox☆37Updated 8 years ago
- Customized FERUM (Finite Element Reliability Using Matlab)☆13Updated 3 years ago
- In his project, we proposed a new acquisition function for kriging-based reliability analysis, namely expected uncertainty reduction (EUR…☆11Updated 3 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆68Updated 4 years ago
- Pytorch implementation of Bayesian physics-informed neural networks☆59Updated 3 years ago
- A Matlab toolbox for stochastic response analysis by DR-PDEE/GE-GDEE☆25Updated last year
- Bayesian optimization and active learning with likelihood-weighted acquisition functions☆16Updated 10 months ago
- all code for this study☆21Updated 4 years ago
- Polynomial Chaos Expansion Toolbox for MATLAB☆35Updated last year
- ☆62Updated 5 years ago
- A Matlab toolbox for solving the generalized density evolution equation (GDEE) in the probability density evolution method (PDEM) by fini…☆28Updated 5 months ago