Processing math: 100%

Statistical Quality Control with the qcr Package

Abstract:

The R package qcr for Statistical Quality Control (SQC) is introduced and described. It includes a comprehensive set of univariate and multivariate SQC tools that completes and increases the SQC techniques available in R. Apart from integrating different R packages devoted to SQC (qcc, MSQC), qcr provides nonparametric tools that are highly useful when Gaussian assumption is not met. This package computes standard univariate control charts for individual measurements, ˉx, S, R, p, np, c, u, EWMA, and CUSUM. In addition, it includes functions to perform multivariate control charts such as Hotelling T2, MEWMA and MCUSUM. As representative features, multivariate nonparametric alternatives based on data depth are implemented in this package: r, Q and S control charts. The qcr library also estimates the most complete set of capability indices from first to the fourth generation, covering the nonparametric alternatives, and performing the corresponding capability analysis graphical outputs, including the process capability plots. Moreover, Phase I and II control charts for functional data are included.

Cite PDF Tweet

Published

June 6, 2021

Received

May 7, 2020

DOI

10.32614/RJ-2021-034

Volume

Pages

13/1

194 - 217

Supplementary materials

Supplementary materials are available in addition to this article. It can be downloaded at RJ-2021-034.zip

Footnotes

    References

    Reuse

    Text and figures are licensed under Creative Commons Attribution CC BY 4.0. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".

    Citation

    For attribution, please cite this work as

    Flores, et al., "The R Journal: Statistical Quality Control with the qcr Package", The R Journal, 2021

    BibTeX citation

    @article{RJ-2021-034,
      author = {Flores, Miguel and Fernández-Casal, Rubén and Naya, Salvador and Tarrío-Saavedra, Javier},
      title = {The R Journal: Statistical Quality Control with the qcr Package},
      journal = {The R Journal},
      year = {2021},
      note = {https://doi.org/10.32614/RJ-2021-034},
      doi = {10.32614/RJ-2021-034},
      volume = {13},
      issue = {1},
      issn = {2073-4859},
      pages = {194-217}
    }