sobol-indices

There are 0 repository under sobol-indices topic.

• tstran155 / Optimization-of-building-energy-consumption

  This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate and multivariate) and use (1) Bayesian framework, (2) Pyomo package, (3) Genetic algorithm with local search, and (4) Pymoo package to find optimum design parameters and minimum energy consumption.

  bayesian-optimizationbuilding-energyhvacmachine-learning-algorithmssobol-indicesxgboost-regressioncross-validationlatin-hypercube-samplingipoptpyomononlinear-optimizationgurobi-solvergenetic-optimization-algorithmprobabilistic-inferencestochastic-optimizationmultivariate-regressionmulti-objective-optimizationnsga-iipymoodeterministic
  Language:Jupyter Notebook 22

• JBris / model-calibration-evaluation

  Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference

  bayesian-optimizationbayesian-statisticspymcsensitivity-analysisuncertainty-analysispolynomial-chaospolynomial-chaos-expansiondifferential-evolution-mcmcsobol-indicesglobal-optimizationapproximate-bayesian-computationkrigingsurrogate-modelsoptunashuffled-complex-evolutionlikelihood-free-inferencebolfisimulation-based-inferencedeep-learninggenerative-neural-network
  Language:Python 8
• SoBioS

  americocunhajr / SoBioS

  SoBioS is an easy-to-run code to compute Sobol' indices for biological systems.

  sobol-indicessensitivity-analysisglobal-sensitivity-analysisbioinformaticsbiomathematicsnonlinear-dynamicsuerjufrjcomputational-biologydynamical-systems
  Language:MATLAB 6

• ddrous / covid-19-sird

  Study of the COVID-19 epidemic in Cameroon using a SIRD model with population birth and death rates.

  sird-modelstatisticssobol-indicestaylor-expansionparameter-estimationcamerooncovid-19openturnsleast-squaresgaussian-calibration
  Language:Jupyter Notebook 5

• estevaofuzaro98 / inSANE-HAPEX

  This suite is an ensemble of codes developed to conduct a global sensitivity analysis on an multimodal energy harvesting system with periodic excitation.

  energy-harvesting-systemssensitivity-analysissobol-indicespolynomial-chaos-expansion
  Language:MATLAB 3

• gbhattacharjee / sobol

  This repository includes all files (both scripts and results) necessary to reproduce the figures in the paper 'Using global variance-based sensitivity analysis to prioritise bridge retrofits in a regional road network subject to seismic hazard' by G. Bhattacharjee and J. W. Baker, forthcoming in Structure and Infrastructure Engineering (2021). Many of these figures have already been reproduced and stored in the directory figs. The scripts can be modified to estimate the Sobol' indices of bridges in other regional road networks, too.

  bridge-retrofitinfrastructure-managementrisk-analysisroad-networksensitivity-analysissobol-indicestraffic-simulation
  Language:Python 3

• bazvalya / GSA_using_GDMaps_PCE

  A source code for the paper titled "Global Sensitivity Analysis using Polynomial Chaos Expansion on the Grassmann Manifold".

  agent-based-modelingglobal-sensitivity-analysisgrassmann-manifoldmanifold-learningpolynomial-chaos-expansionsobol-indices
  Language:Jupyter Notebook 2

• ikroeker / aMR-PC

  Basis package for arbitrary multi-resolution polynomial chaos

  amr-pcapcgsapcesobol-indicesarbitrary-multi-resolution-polynomial-chaosarbitrary-polynomial-chaos
  Language:Python 1

• teobucci / computational-statistics

  Project for the Computational Statistics course of the MSc in Mathematical Engineering @ Polimi (A.Y. 2022-2023).

  computational-statisticsepidemic-modelsensitivity-analysissobol-indicescovid-19sir-model
  Language:Jupyter Notebook