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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)
    • Line Sampling
    • Subset Simulation
  • Sensitivity analysis
    • Gradients
    • Sobol indices
  • Metamodeling
    • Polyharmonic splines
  • Third-party solvers
    • Connect to any solver by injecting random samples into source files

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Uncertainty Quantification in Julia

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  • Julia 99.0%
  • C 1.0%