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Model based analysis packages to try #22

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AtiyahElsheikh opened this issue Oct 30, 2023 · 0 comments
Open
15 of 27 tasks

Model based analysis packages to try #22

AtiyahElsheikh opened this issue Oct 30, 2023 · 0 comments
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@AtiyahElsheikh
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AtiyahElsheikh commented Oct 30, 2023 •
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  • QuasiMonteCarlo.jl
    • sampling design matrices for computation of Sobol indices
  • Perform brute-force local sensitivity analysis to investigate the reliability of common GSA indices ( in the presence of correlated inputs, jumps, tipping points, highly nonlinear interactions)
  • GlobalSensitivty.jl:
    • Morris
    • Sobol
    • Shapley
  • Surrogates.jl
  • TimeseriesSurrogates.jl
  • Machine Learning (TO RESEARCH)
  • MultiVariateStats.jl
  • Gaussian Processes
  • Visualisation
    • Morris
    • OFAT (V2.1)
    • Sobol (V2.1)
    • OAT (V2.2)
  • Output types
    • multiple outputs
    • time-dependent trajectories as outputs
  • Parallelisation
    • Multi-threading with Morris & Sobol (V2.1)
    • Multi-level Multithreading with OAT (V2.2)
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