A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays

Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".

surrogate quantitative interpretability for deepnets

UQPyL is a python package for uncertainty quantification and parameter optimization. 参数不确定性分析及优化工具包。

A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model

Surrogate model library for Derivative-Free Optimization

Design optimization of floating offshore wind turbine with surrogate models

Tutorials for the C++ pressio library

Reinforcement Learning Actors for Blade Pitch Control in Wind Turbine Systems

A tool to encapsulate machine learning models defined using the ONNX format to Functional Mock-up Units (FMU) defined by the FMI standard.

Heron is a surrogate modelling toolkit for python, using Gaussian process regression.

A novel neural network for effective learning of highly impulsive/oscillatory dynamic systems by jointly utilizing low-order derivatives

Blackbox provides a standarized and efficient interface for evaluating variety of blackbox functions for various surrogate-based design activities

Mitigating the high computational costs associated with applying Bayesian model updating in inverse problems / Uncertainty Quantification and Efficient Sensitivity Analysis by using Surrogate Models

Design of a surrogate-assisted (mu/mu,lambda)-ES

The official repository accompanying the paper "Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations".

squid repository for manuscript analysis

Tools for constructing a surrogate model for a stochastic numerical model using Probabilistic Learning on Manifolds in a small data context

This repository contains the packages that build the problem objects for the desdeo framework.