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Topic: "surrogate-modelling"

Mohamedelrefaie/DrivAerNet

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

Language: Python - Size: 966 KB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 296 - Forks: 44

AndreiChertkov/teneva

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

Language: Python - Size: 4.6 MB - Last synced at: 27 days ago - Pushed at: 10 months ago - Stars: 52 - Forks: 2

katiana22/GDM-PCE

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

Language: Jupyter Notebook - Size: 55.9 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 23 - Forks: 5

evanseitz/squid-nn

surrogate quantitative interpretability for deepnets

Language: Python - Size: 3.81 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 21 - Forks: 1

smasky/UQPyL

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。

Language: Python - Size: 264 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 8 - Forks: 3

bbopt/sgtelib

Surrogate model library for Derivative-Free Optimization

Language: C++ - Size: 4.96 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 8 - Forks: 5

Pressio/pressio-tutorials

Tutorials for the C++ pressio library

Language: C++ - Size: 34.6 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 6 - Forks: 0

vardhah/UUV-design-optimization

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

Language: Jupyter Notebook - Size: 126 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

transientlunatic/heron

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

Language: Python - Size: 52.7 MB - Last synced at: 9 days ago - Pushed at: 24 days ago - Stars: 3 - Forks: 1

EshaBiniwale/SBAO-15MW-FOWT-UMaine-semi-sub

Design optimization of floating offshore wind turbine with surrogate models

Language: Jupyter Notebook - Size: 3.08 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 3 - Forks: 3

ymorsi7/SeismicLSTM

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

Language: Python - Size: 55.3 MB - Last synced at: about 2 months ago - Pushed at: 11 months ago - Stars: 2 - Forks: 0

industrial-optimization-group/desdeo-problem

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

Language: Python - Size: 2.95 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 12

mandelbrot-walker/Photonic-pspliiter-fm

A 1.55 μm Wideband 1 × 2 Photonic Power Splitter With Arbitrary Ratio: Characterization and Forward Modeling

Language: Jupyter Notebook - Size: 9.57 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 1

Arnukk/CASPIAN

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

Language: Jupyter Notebook - Size: 275 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 1

evanseitz/squid-manuscript

squid repository for manuscript analysis

Language: Python - Size: 165 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

Ahmed-Bayoumy/SLML

Statistical learning models library for blackbox optimization

Language: Python - Size: 1.95 MB - Last synced at: 28 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

sfragkoul/residual-gw-surrogate-modelling

This repository contains scripts that were used for the experiments of our work named "Deep Residual Error and Bag-of-Tricks Learning for Gravitational Wave Surrogate Modeling".

Language: Python - Size: 5.87 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

leehyeonbeen/cNN-DP

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

Language: Python - Size: 10.2 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 1

KHU-MASLAB/cNN-DP_deprecated

cNN-DP: Composite neural network with differential propagation for impulsive nonlinear dynamics.

Language: Python - Size: 11.9 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

industrial-optimization-group/SurrogateAgents2

Surrogate modelling technique selectors

Language: Python - Size: 21.1 MB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 2

ComputationalDesignLab/surrogate-methods

Jupyter book for AAE 590 - Surrogate methods

Language: Jupyter Notebook - Size: 83.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

shubhadityaburela/sPOD-NN

Code for performing sPOD based NN prediction for transport-dominated systems

Language: Jupyter Notebook - Size: 1.81 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

CS-433/ml-project-2-rombirli-edoulax-tzurecki

Reinforcement Learning Actors for Blade Pitch Control in Wind Turbine Systems

Language: Jupyter Notebook - Size: 13.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

ka-sarthak/mm-Generator

DL models for generating stress fields in microstructures

Language: Python - Size: 116 KB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

akapet00/thermal-dosimetry-surrogate

Standardized Benchmark Dataset for Localized Exposure to a Realistic Source at 10-90 GHz

Language: Jupyter Notebook - Size: 28.2 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

leehyeonbeen/cNN-DP_deprecated

cNN-DP: Composite neural network with differential propagation for impulsive nonlinear dynamics.

Language: Python - Size: 11.9 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

mid2SUPAERO/PIR_Mario_Leupolt

Learning Aerodynamics Through Data to Improve Optimization Algorithms

Language: Python - Size: 131 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 1

Related Topics
surrogate-models 10 machine-learning 6 surrogate-based-optimization 5 deep-learning 3 data-driven-model 3 dynamics-simulation 3 impulse-response 3 deep-neural-networks 3 nonlinear-dynamics 3 uncertainty-quantification 2 cfd 2 surrogate-model-based-optimization 2 surrogate 2 gravitational-waves 2 artificial-neural-networks 2 derivative-free-optimization 2 blackbox-optimization 2 attribution-methods 2 explainable-ai 2 pytorch 2 model-interpretability 2 multibody-dynamics 2 regulatory-genomics 2 motif-analysis 2 swin-transformer 1 swin-unet 1 approximation-algorithms 1 low-rank-approximation 1 tensor-decomposition 1 synthetic-dataset-generation 1 tensor-decomposition-algorithms 1 human-exposure 1 electromagnetic-fields 1 tensor-train 1 tensor-trains 1 spatial-regression 1 sea-level-rise 1 kriging 1 keras-tensorflow 1 inundation-mapping 1 image-to-image-translation 1 image-to-image-regression 1 hydrodynamics 1 high-dimensional-regression 1 flood-prediction 1 depth-map 1 depth-estimation 1 coastal-flood 1 seismology 1 parametric-design 1 openfoam 1 meshes 1 large-scale-dataset 1 graph-neural-networks 1 generative-ai 1 fluid-simulation 1 fluid-dynamics 1 drivaer 1 dgcnn 1 data-driven 1 computational-fluid-dynamics 1 car-design 1 aerodynamics 1 3d-geometry 1 optimization 1 uq 1 snl-science-libs 1 snl-science 1 snl-applications 1 projection 1 model-reduction-techniques 1 galerkin 1 dynamical-systems 1 cpp 1 seismic 1 pbsd 1 lstm 1 ddml 1 bayesian 1 relative-adequacy-framework 1 multimodel-management 1 multidisciplinary-optimization 1 multidisciplinary-design-optimization 1 turbine-control 1 turbine-blades 1 reinforcement-learning 1 transport-system 1 reduced-order-modeling 1 neural-network 1 smt 1 airfoil 1 automatic-algorithm-selection 1 finite-element-methods 1 bayesian-optimization 1 polynomial-chaos-expansion 1 manifold-learning 1 encoder-decoder-model 1 multibody-simulation 1 climate-change 1 caspian 1