Package: mistral 2.2.2

mistral: Methods in Structural Reliability

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

Authors:Clement Walter, Gilles Defaux, Bertrand Iooss, Vincent Moutoussamy with contributions from Nicolas Bousquet, Claire Cannamela and Paul Lemaitre

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mistral.pdf |mistral.html✨
mistral/json (API)
NEWS

# Install 'mistral' in R:

install.packages('mistral', repos = c('https://biooss.r-universe.dev', 'https://cloud.r-project.org'))

Uses libs:

c++– GNU Standard C++ Library v3

Datasets:

cantilever - A function calculating the deviation of a cantilever beam.
kiureghian - A limit-state-function defined by Der Kiureghian
oscillator_d6 - A limit-state-function defined with a non-linear oscillator in dimension 6.
oscillator_d8 - A limit-state-function defined with a two degrees of freedom damped oscillator
rackwitz - A limit-state-function defined by Rackwitz
twodof - A limit-state-function defined with a two degrees of freedom damped oscillator
waarts - A limit-state-function defined by Waarts

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

25 exports 1 stars 0.23 score 39 dependencies 27 scripts 289 downloads

Last updated 8 months agofrom:ef204ec3e3. Checks:OK: 7 NOTE: 2. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Sep 14 2024
R-4.5-win-x86_64	NOTE	Sep 14 2024
R-4.5-linux-x86_64	NOTE	Sep 14 2024
R-4.4-win-x86_64	OK	Sep 14 2024
R-4.4-mac-x86_64	OK	Sep 14 2024
R-4.4-mac-aarch64	OK	Sep 14 2024
R-4.3-win-x86_64	OK	Sep 14 2024
R-4.3-mac-x86_64	OK	Sep 14 2024
R-4.3-mac-aarch64	OK	Sep 14 2024

Exports:AKMCS BMP ComputeDistributionParameter FORM generateK IRW LSVM MetaIS MetropolisHastings modelLSVM ModifCorrMatrix MonotonicQuantileEstimation MonteCarlo MP ok plotLSVM quantileWilks S2MART SMART SubsetSimulation testConvexity updateLSVM UtoX WilksFormula XtoU

Dependencies:class cli codetools colorspace DiceKriging doParallel e1071 fansi farver foreach ggplot2 glue gtable isoband iterators labeling lattice lifecycle magrittr MASS Matrix mgcv munsell mvtnorm nlme pillar pkgconfig proxy quadprog R6 RColorBrewer Rcpp rlang scales tibble utf8 vctrs viridisLite withr

Using mistral for structural reliability analysis

Clément Walter

Rendered frommistral-vignette.Rmdusingknitr::rmarkdownon Sep 14 2024.

Last update: 2024-01-18
Started: 2021-04-18

Citation

Readme and manuals

Help Manual

Help page	Topics
Methods In Structural Reliability Analysis	mistral-package mistral
Active learning reliability method combining Kriging and Monte Carlo Simulation	AKMCS
Bayesian Moving Particles	BMP
A function calculating the deviation of a cantilever beam.	cantilever
Compute internal parameters and moments for univariate distribution functions	ComputeDistributionParameter
EstimateSUR	estimateSUR
First-order reliability method	FORM
FORM method (old version)	FORMv0
Generate Standard Gaussian samples with a Gaussian transiiton kernel	generateK
Increasing Randow Walk	IRW NestedSampling TPA
A limit-state-function defined by Der Kiureghian	kiureghian
Linear Support Vector Machine under monotonicity constraints	LSVM
Metamodel based Impotance Sampling	MetaIS
The modified Metropolis-Hastings algorithm	MetropolisHastings
Estimation of the parameters of the LSVM	modelLSVM
Modification of a correlation matrix to use in UtoX	ModifCorrMatrix
Quantile estimation under monotonicity constraints	MonotonicQuantileEstimation
Crude Monte Carlo method	MonteCarlo
Moving Particles	LPA MP
Class of Ordinary Kriging	ok
A limit-state-function defined with a non-linear oscillator in dimension 6.	oscillator_d6
plot of LSVM	plotLSVM
precomputeUpdateData	precomputeUpdateData
Computing quantiles with the Wilks formula	quantileWilks
A limit-state-function defined by Rackwitz	rackwitz
Subset by Support vector Margin Algorithm for Reliability esTimation	S2MART
Support-vector Margin Algoritm for Reliability esTimation	SMART
Subset Simulation Monte Carlo	ss subset SubsetSimulation
Test the convexity of set of data	testConvexity
A limit-state-function defined with a two degrees of freedom damped oscillator	oscillator_d8 twodof
Update LSVM classifier	updateLSVM
UpdateSd	updateSd
UpdateSd.old	updateSd.old
Iso-probabilistic transformation from U space to X space	UtoX
A limit-state-function defined by Waarts	waarts
Sample size by Wilks formula	WilksFormula
From X to standard space	XtoU