Learn R Programming

mistral (version 2.2.2)

Methods in Structural Reliability

Description

Various reliability analysis methods for rare event inference (computing failure probability and quantile from model/function outputs).

Copy Link

Version

Install

install.packages('mistral')

Monthly Downloads

195

Version

2.2.2

License

GPL-2

Maintainer

Bertrand Iooss

Last Published

January 17th, 2024

Functions in mistral (2.2.2)

MetaIS

Metamodel based Impotance Sampling
MetropolisHastings

The modified Metropolis-Hastings algorithm
AKMCS

Active learning reliability method combining Kriging and Monte Carlo Simulation
BMP

Bayesian Moving Particles
FORMv0

FORM method (old version)
LSVM

Linear Support Vector Machine under monotonicity constraints
FORM

First-order reliability method
ComputeDistributionParameter

Compute internal parameters and moments for univariate distribution functions
IRW

Increasing Randow Walk
MP

Moving Particles
SMART

Support-vector Margin Algoritm for Reliability esTimation
UtoX

Iso-probabilistic transformation from U space to X space
SubsetSimulation

Subset Simulation Monte Carlo
XtoU

From X to standard space
oscillator_d6

A limit-state-function defined with a non-linear oscillator in dimension 6.
plotLSVM

plot of LSVM
ModifCorrMatrix

Modification of a correlation matrix to use in UtoX
twodof

A limit-state-function defined with a two degrees of freedom damped oscillator
MonteCarlo

Crude Monte Carlo method
modelLSVM

Estimation of the parameters of the LSVM
S2MART

Subset by Support vector Margin Algorithm for Reliability esTimation
WilksFormula

Sample size by Wilks formula
MonotonicQuantileEstimation

Quantile estimation under monotonicity constraints
estimateSUR

EstimateSUR
generateK

Generate Standard Gaussian samples with a Gaussian transiiton kernel
ok

Class of Ordinary Kriging
precomputeUpdateData

precomputeUpdateData
quantileWilks

Computing quantiles with the Wilks formula
rackwitz

A limit-state-function defined by Rackwitz
cantilever

A function calculating the deviation of a cantilever beam.
waarts

A limit-state-function defined by Waarts
updateLSVM

Update LSVM classifier
kiureghian

A limit-state-function defined by Der Kiureghian
mistral-package

Methods In Structural Reliability Analysis
updateSd

UpdateSd
testConvexity

Test the convexity of set of data
updateSd.old

UpdateSd.old