Learn R Programming

⚠️There's a newer version (0.1.2) of this package.Take me there.

ALTopt (version 0.1.0)

Optimal Experimental Designs for Accelerated Life Testing

Description

This package creates the optimal (D, U and I) designs for the accelerated life testing with right censoring or interval censoring. It uses generalized linear model (GLM) approach to derive the asymptotic variance-covariance matrix of regression coefficients. The failure time distribution is assumed to follow Weibull distribution with a known shape parameter and log-linear link functions are used to model the relationship between failure time parameters and stress variables. Any number of stress factors can be used but no more than 3 are recommended due to the computational time. ALTopt package also provides several plotting functions including contour plot, Fraction of Use Space (FUS) plot and Variance Dispersion graphs of Use Space (VDUS) plot.

Copy Link

Version

Install

install.packages('ALTopt')

Monthly Downloads

382

Version

0.1.0

License

GPL-3

Maintainer

Kangwon Seo

Last Published

January 17th, 2015

Functions in ALTopt (0.1.0)

compare.vdus

Comparing designs using VDUS
pv.fus.rc

FUS (Fraction of Use Space) plot for right censoring.
Dobj.rc

Objective function of D optimal design with right censoring
alteval.rc

Design evaluation with right censoring.
Iobj.rc

Objective function of I optimal design with right censoring
altopt.rc

Optimal design with right censoring.
ALTopt-package

Optimal Experimental Designs for Accelerated Life Testing
pv.vdus.ic

VDUS (Variance Dispersion of Use Space) plot for interval censoring.
ExtendedForm

Transform the array to the model matrix
convert.stress.level

Coding and decoding stress level
alteval.ic

Design evaluation with interval censoring.
PreVar

Calculates the prediction variance at the particular use condition
Uobj.ic

Objective function of U optimal design with interval censoring
kmeansCls

Perform the k-means clustering and make design table
Iobj.ic

Objective function of U optimal design with interval censoring
pv.contour.ic

Contour plot of prediction variance for a design with interval censoring.
Uobj.rc

Objective function of U optimal design with right censoring
pv.contour.rc

Contour plot of prediction variance for a design with right censoring.
altopt.ic

Optimal design with interval censoring.
pv.vdus.rc

VDUS (Variance Dispersion of Use Space) plot for right censoring.
Dobj.ic

Objective function of D optimal design with interval censoring
design.plot

Design plot.
compare.fus

Comparing designs using FUS
pv.fus.ic

FUS (Fraction of Use Space) plot for interval censoring.