surrogate-optimization

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Jiaxuan-Ma / MatDesign

MatDesign: a programming-free AI platform to predict and design materials

machine-learning material-design regression classification alloy transfer-learning feature-engineering active-learning multiobjective ai-platform streamlit surrogate-optimization

Updated Dec 24, 2025
Python

ShuaiGuo16 / Surrogate_Optimization

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A step-by-step guide for surrogate optimization using Gaussian Process surrogate model

optimization gaussian-process-regression surrogate-models surrogate-optimization

Updated Dec 17, 2020
Jupyter Notebook

dmosopt / dmosopt

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Distributed surrogate-assisted evolutionary methods for multi-objective optimization of high-dimensional dynamical systems

python optimization mpi distributed-computing distributed evolutionary-algorithms mpi-applications multiobjective-optimization mpi4py nsga2 cmaes evolution-strategies gpflow gaussian-process trust-region smpso gpytorch surrogate-optimization

Updated Jul 25, 2026
Python

Siscanalysis / router_constraints

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Reproduction code for a router that projects samples onto nonlinear, discrete, and output-coupled constraints over a frozen neural-network surrogate — feasible-by-construction optimization over NN surrogates, benchmarked on real-world data

neural-network reproducible-research constrained-optimization projection constraint-handling-rules opennn surrogate-optimization mixed-integer-optimization mixed-integer constraint-handling

Updated Jul 20, 2026
Python

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