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paulgovan/ReliaPlotR

ReliaPlotR

Project Status: Active – The project has reached a stable, usable state and is being actively developed. CRAN status R-CMD-check Codecov test coverage

Build interactive reliability plots with plotly, an interactive web-based graphing library. ReliaPlotR wraps the WeibullR, WeibullR.ALT, and ReliaGrowR packages to produce interactive visualizations across four reliability analysis domains.

Function Overview

Function Analysis Domain Purpose
plotly_wblr() Life Data Analysis Weibull/lognormal probability plot
plotly_contour() Life Data Analysis MLE parameter confidence contour plot
plotly_alt() Accelerated Life Testing ALT probability plot (one line per stress level)
plotly_rel() Accelerated Life Testing ALT life-stress relationship plot
plotly_rga() Reliability Growth Crow-AMSAA / NHPP cumulative failures plot
plotly_duane() Reliability Growth Duane cumulative MTBF plot (log-log)
plotly_nhpp() Repairable Systems NHPP MCF plot with parametric model overlay
plotly_mcf() Repairable Systems Nonparametric Mean Cumulative Function plot
plotly_exposure() Repairable Systems Cumulative event rate (exposure) plot

All functions accept a single model object or a list of objects for overlay plots, and return a plotly object for interactive use.

Getting Started

To install ReliaPlotR in R:

install.packages("ReliaPlotR")

Or install the development version:

devtools::install_github("paulgovan/ReliaPlotR")

Basic Examples

To build a probability plot, first fit a wblr object using the WeibullR package and then use plotly_wblr to build the plot.

library(WeibullR)
library(ReliaPlotR)
failures <- c(30, 49, 82, 90, 96)
obj <- wblr.conf(wblr.fit(wblr(failures)))
plotly_wblr(obj)

To build a contour plot, use the plotly_contour function. Note that contour plots are only available where method.fit='mle' and method.conf='lrb'.

obj <- wblr.conf(wblr.fit(wblr(failures), method.fit = "mle"), method.conf = "lrb")
plotly_contour(obj)

Customization

ReliaPlotR has several customization options.

plotly_wblr(obj, main = "Weibull Probability Plot", xlab = "Years", ylab = "Failure Probability", confCol = "blue", signif = 4, grid = FALSE)

plotly_contour(obj, main = "Weibull Contour Plot", col = "red", signif = 4, grid = FALSE)

Vignettes

For detailed worked examples see the package vignettes:

Code of Conduct

Please note that the ReliaPlotR project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.

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Interactive Reliability Probability Plots

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