ETH-WindMil / JSD-SBI
A toolbox for Sequential Bayesian Inference in uncertain nonlinear dynamic systems.
☆11Updated 10 months ago
Alternatives and similar repositories for JSD-SBI:
Users that are interested in JSD-SBI are comparing it to the libraries listed below
- Sonkyo blade benchmark☆17Updated 3 years ago
- ☆24Updated last year
- Tutorials and examples of advanced sampling methods for solving Bayesian Model Updating Problems☆32Updated last year
- Repository to tutorials on the implementation of the Transitional Ensemble Markov Chain Monte Carlo (TEMCMC) sampler for Bayesian Model U…☆17Updated 2 years ago
- Research/development of physics-informed neural networks for dynamic systems☆16Updated 2 months ago
- Multi-fidelity regression with neural networks☆11Updated 2 months ago
- Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data☆47Updated 4 years ago
- Kriging for Analysis, Design optimization, And expLoration (KADAL)☆18Updated 3 years ago
- when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/1…☆63Updated 2 years ago
- Physics-Informed and Hybrid Machine Learning in Additive Manufacturing: Application to Fused Filament Fabrication☆16Updated 3 years ago
- ☆10Updated 2 years ago
- Code for "Conditional Variational Autoencoders for Probabilistic Wind Turbine Blade Fatigue Estimation using SCADA data"☆15Updated 3 years ago
- Customized FERUM (Finite Element Reliability Using Matlab)☆12Updated 2 years ago
- Multi-fidelity Gaussian Process☆25Updated 4 years ago
- We introduce an innovative physics-informed LSTM framework for metamodeling of nonlinear structural systems with scarce data.☆72Updated last year
- Physics-guided Deep Markov Models☆11Updated 2 years ago
- Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".☆37Updated 2 years ago
- Deep learning assisted dynamic mode decomposition☆19Updated 3 years ago
- Bayesian Framework for Updating☆12Updated last year
- ☆35Updated last year
- BERT is a dataset that presents vibration tests performed on an aluminum beam with a bolted joint with various tightening torques and hys…☆15Updated 3 years ago
- an active-learning method for reliability analysis based on multi-fidelity kriging model☆28Updated last year
- In his project, we proposed a new acquisition function for kriging-based reliability analysis, namely expected uncertainty reduction (EUR…☆10Updated 2 years ago
- ☆57Updated last year
- Project for dynamic identification and structural health monitoring of real structures using data-based statistical time series analysis☆16Updated last year
- This Matlab files are used to demonstrate on how to perform Reliability-based Design Optimization (RBDO) using FERUM. Two approaches are …☆12Updated last year
- CONCEPT is a dataset of lamb-wave measured in composite structures in healthy and damaged states. This experiment was conducted at the SH…☆25Updated 4 years ago
- Multi-fidelity probability machine learning☆17Updated last month