Reliability & Sensitivity

Central dispersion

Estimate moments from Taylor expansions

Central tendency analysis on the cantilever beam example

Reliability

Estimate a probability with Latin Hypercube Sampling

Event manipulation

Estimate a probability with Monte Carlo

Estimate a probability using randomized QMC

Probability estimation: directional simulation

Post analytical importance sampling

Estimate a flooding probability

Parametrization of a simulation algorithm

Probability estimation with importance sampling simulation on cantilever beam example

Estimate a probability with Monte-Carlo on axial stressed beam: a quick start guide to reliability

Estimate a probability with FORM

Exploitation of simulation algorithm results

System events: unions or intersections of events

Subset Sampling

Strong Maximum Test design point validation

Time variant system reliability problem

Axial stressed beam : comparing different methods to estimate a probability

Reliability processes

Create an event based on a process

Estimate a process event probability

Sensitivity analysis

FAST sensitivity indices

Cobweb graph as sensitivity tool

Sobol’ sensitivity indices from chaos

ANCOVA sensitivity indices

Estimate Sobol’ indices for the Ishigami function by a sampling method: a quick start guide to sensitivity analysis

Design of experiments

Create a composite design of experiments

Create a Monte Carlo design of experiments

Probabilistic design of experiments

Create a Gauss product design

Mixed deterministic and probabilistic design of experiments

Create a design of experiments with discrete and continuous variables

The PlotDesign method

Deterministic design of experiments

Generate low discrepancy sequences

Various design of experiments in OpenTURNS

Optimal LHS designs