Here are
62 public repositories
matching this topic...
A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
Updated
Apr 18, 2025
Python
Encoding physics to learn reaction-diffusion processes
Updated
Aug 28, 2023
Python
3D CNN to predict single-phase flow velocity fields
Updated
Dec 7, 2022
Python
[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)
Updated
Nov 14, 2024
Python
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
Updated
Jul 5, 2024
Python
Multi-fidelity Generative Deep Learning Turbulent Flows
Updated
Jan 13, 2021
Python
Dimension reduced surrogate construction for parametric PDE maps
Updated
Apr 1, 2025
Python
10000
In this repository I publish the python code, that was part of my master thesis. The thesis can be found here, however its in German though, sry. :/
Updated
Aug 17, 2019
Python
Python interface to automatically formulate Machine Learning models into Mixed-Integer Programs
Updated
Feb 26, 2025
Python
Python package 'dgpsi' for deep and linked Gaussian process emulations
Updated
Jan 14, 2025
Python
Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions
Updated
Nov 22, 2024
Python
[ESWA] NeuroXAI: Adaptive, Robust, Explainable Surrogate Framework for Determination of Channel Importance in EEG Application
Updated
Dec 18, 2024
Python
Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network
Updated
Feb 28, 2025
Python
Python tool for creating Kriging surrogate models
Updated
Mar 18, 2019
Python
PyTorch implemention of the Position-induced Transformer for operator learning in partial differential equations
Updated
Oct 28, 2024
Python
Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning
Updated
Jan 9, 2024
Python
A GNN-based surrogate model of urban drainage networks.
Updated
Apr 9, 2025
Python
A toolbox for the calibration and evaluation of simulation models.
Updated
May 1, 2025
Python
A python package for surrogate models that interface with calibration and other tools
Updated
Apr 4, 2025
Python
Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference
Updated
Mar 18, 2025
Python
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