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feat: add stochastic uncertainty analysis - #7

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savbcar merged 2 commits into
mainfrom
feat/stochastic-engineering
Aug 15, 2026
Merged

savbcar merged 2 commits into
mainfrom
feat/stochastic-engineering

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@savbcar

@savbcar savbcar commented Aug 15, 2026

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  • adds reproducible Gaussian sampling for structural uncertainties
  • propagates thickness, Young's-modulus and load uncertainty
  • evaluates static stress and mode-1 frequency with CalculiX
  • performs a 500-sample Monte Carlo study
  • calculates mean, standard deviation and percentile statistics
  • calculates stress-threshold exceedance fraction
  • generates stress and frequency distributions
  • generates an input/output correlation matrix
  • calculates standardized linear sensitivity rankings
  • adds stochastic unit and real-solver integration tests

@savbcar
savbcar merged commit 5ffa6d7 into main Aug 15, 2026
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