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ALTopt (version 0.1.2)

Optimal Experimental Designs for Accelerated Life Testing

Description

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. The acceleration model may have multiple stress factors, although most ALTs involve only two or less stress factors. 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. For more details, see Seo and Pan (2015) .

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Version

Install

install.packages('ALTopt')

Monthly Downloads

272

Version

0.1.2

License

GPL-3

Maintainer

Kangwon Seo

Last Published

December 12th, 2019

Functions in ALTopt (0.1.2)

ExtendedForm

Transform the array to the model matrix
altopt.ic

Optimal design with interval censoring.
pv.vdus.ic

VDUS (Variance Dispersion of Use Space) plot for interval censoring.
pv.vdus.rc

VDUS (Variance Dispersion of Use Space) plot for right censoring.
alteval.rc

Design evaluation with right censoring.
compare.vdus

Comparing designs using VDUS
convert.stress.level

Coding and decoding stress level
design.plot

Design plot.
kmeansCls

Perform the k-means clustering and make design table
pv.contour.rc

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

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

Optimal design with right censoring.
pv.fus.ic

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

Comparing designs using FUS
pv.fus.rc

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

Objective function of D optimal design with interval censoring
ALTopt-package

ALTopt
Dobj.rc

Objective function of D optimal design with right censoring
PreVar

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

Objective function of U optimal design with interval censoring
Iobj.ic

Objective function of U optimal design with interval censoring
Iobj.rc

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

Objective function of U optimal design with right censoring
alteval.ic

Design evaluation with interval censoring.