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UncertaintyQuantification.jl

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A Julia package for uncertainty quantification. Current functionality includes:

  • Simulation-based reliability analysis
    • Monte Carlo simulation
    • Quasi Monte Carlo simulation (Sobol, Halton)
    • (Advanced) Line Sampling
    • Subset Simulation
  • Sensitivity analysis
    • Gradients
    • Sobol indices
  • Metamodeling
    • Polyharmonic splines
    • Response Surface
    • Polynomial Chaos Expansion
  • Bayesian Updating
  • Third-party solvers
    • Connect to any solver by injecting random samples into source files
    • HPC interfacing with slurm
  • Stochastic Dynamics
    • Power Spectral Density Estimation
    • Stochastic Process Generation