Literature review on control charts for autocorrelated processes
DOI:
https://doi.org/10.5902/2179460X63150Keywords:
Statistical process control, Autocorrelated data, Quality managementAbstract
This research aims to present a literature review (LR) on control charts for autocorrelated processes, intending to contribute to the scientific knowledge of the process management area. The article was constructed having a research question defined ex-ante, elaborated based on the literature, where a research protocol adapted from Tranfield, Denyer, and Smart (2003) was systematized according to the methodological rigor demanded in the literature review, which resulted in the composition of the research corpus. The research corpus was evaluated in detail using the bibliometric packages HistCite, VOSviewer, package R and Iramuteq. It was evaluated the validity of the 3 bibliometric laws were verified: Lotka's Law, Bradford's Law, and Zipf's Law based on the authors’ citation and co-citation techniques. This study is considered as relevant and original since it is the first literature review on control charts for autocorrelated processes. The results confirmed the 3 classical bibliometric laws for the researched corpus. As a practical implication, this review provides support for quality management scholars to unlock potential research gaps. The main limitation of the work refers to the composition of the textual corpus, given that databases of national journals were not consulted due to the difficulty in terms of compatibility of the software used in this research.
Downloads
References
AARTS, J. Intuition-based and observation-based grammars. In: English corpus linguistics. Routledge, 1991. p. 44-62.
ALABI, G. Bradford’s law and its application. International Library Review, v. 11, n. 1, p. 151-158, 1979.
ALWAN, L. C.; ROBERTS, H. V. Time-series modeling for statistical process control. Journal of Business & Economic Statistics, v. 6, n. 1, p. 87-95, 1988.
BAUER, M. W.; AARTS, Bauer. A Construção do Corpus: Um Princípio para a Coleta de Dados Qualitativos in Pesquisa Qualitativa com Texto, Imagem e Som: um manual prático. Martin W. Bauer, George Gaskell (orgs), v. 10, 2010.
BENNEYAN, J. C. Use and interpretation of statistical quality control charts. International Journal for Quality in Health Care, v. 10, n. 1, p. 69-73, 1998.
BOX, G. E. P.; JENKINS, G. M.; REINSEL, G. C. Time series analysis, forecasting and control. Englewood Clifs. 1994.
CAMARGO, B. V.; JUSTO, A. M. IRAMUTEQ: um software gratuito para análise de dados textuais. Temas em psicologia, v. 21, n. 2, p. 513-518, 2013.
EWAN, W. D. When and how to use cu-sum charts. Technometrics, v. 5, n. 1, p. 1-22, 1963.
FAISAL, M. et al. A modified CUSUM control chart for monitoring industrial processes. Quality and Reliability Engineering International, v. 34, n. 6, p. 1045-1058, 2018.
GRÁCIO, M. C. C.; OLIVEIRA, E. F. T. de. Análise de cocitação de autores: um estudo teórico-metodológico dos indicadores de proximidade, aplicados ao GT7 da ANCIB. LIINC em Revista, p. 196-213, 2013.
HIRSCH, J. E. An index to quantify an individual's scientific research output. Proceedings of the National academy of Sciences, v. 102, n. 46, p. 16569-16572, 2005.
KATZ, J. S.; MARTIN, B. R. What is research collaboration?. Research policy, v. 26, n. 1, p. 1-18, 1997.
LEONI, R. C.; COSTA, A. F. B.; MACHADO, M. A. G. A presença da autocorrelação no gráfico de controle T2 de Hotelling. Sistemas & Gestão, v. 12, n. 3, p. 252-9, 2017.
LU, C.; REYNOLDS JR, M. R. EWMA control charts for monitoring the mean of autocorrelated processes. Journal of Quality technology, v. 31, n. 2, p. 166-188, 1999.
LU, C.; REYNOLDS JR, M. R. CUSUM charts for monitoring an autocorrelated process. Journal of Quality Technology, v. 33, n. 3, p. 316-334, 2001.
MARCONDES FILHO, D.; FOGLIATTO, F. S.; OLIVEIRA, L. P. L. de. Multivariate control charts for monitoring non-linear batch processes. Production, v. 21, n. 1, p. 132-148, 2011.
MONTGOMERY, D. C.; MASTRANGELO, Christina M. Some statistical process control methods for autocorrelated data. Journal of Quality Technology, v. 23, n. 3, p. 179-193, 1991.
MONTGOMERY, D. C. Introdução Ao Controle Estatístico Da Qualidade . Grupo Gen-LTC, 2004.
OLMEDA-GÓMEZ, C.; PERIANES-RODRÍGUEZ, A.; OVALLE-PERANDONES, M. A. Estructura de las redes de colaboración científica entre las universidades españolas. Revista de información e comunicación, p. 129-140, 2009.
OSEI-ANING, R.; ABBASI, S. A.; RIAZ, M. Mixed EWMA-CUSUM and mixed CUSUM-EWMA modified control charts for monitoring first order autoregressive processes. Quality Technology & Quantitative Management, v. 14, n. 4, p. 429-453, 2017.
PAGE, E S. Continuous inspection schemes. Biometrika, v. 41, n. 1/2, p. 100-115, 1954.
ROBERTS, S. W. Control chart tests based on geometric moving averages. Technometrics, n. 1, p. 239-250, 1959.
ROMANCINI, R. O que é uma citação? A análise de citações na ciência. Intexto, n. 23, p. 5-17, 2010.
SMALL, H. On the shoulders of Robert Merton: Towards a normative theory of citation. Scientometrics, v. 60, n. 1, p. 71-79, 2004.
TRANFIELD, D.; DENYER, D.; SMART, P. Towards a methodology for developing evidence‐informed management knowledge by means of systematic review. British journal of management, v. 14, n. 3, p. 207-222, 2003.
TSUNG, F. Joint monitoring of the PID-Controled process. Journal of Quality Technology, v. 31, n. 3, p. 275-285, 1999.
VANZ, S. A. de S. A Produção Discente em Comunicação: análise das citações das dissertações defendidas nos programas de pós-graduação do Rio Grande do Sul. 2004.
ZIPF, G. K. The meaning-frequency relationship of words. The Journal of general psychology, v. 33, n. 2, p. 251-256, 1945.
Downloads
Published
Versions
- 2022-09-22 (5)
- 2022-07-06 (4)
- 2022-05-02 (3)
- 2022-04-11 (2)
- 2022-03-04 (1)
How to Cite
Issue
Section
License
Copyright (c) 2022 Ciência e Natura
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
To access the DECLARATION AND TRANSFER OF COPYRIGHT AUTHOR’S DECLARATION AND COPYRIGHT LICENSE click here.
Ethical Guidelines for Journal Publication
The Ciência e Natura journal is committed to ensuring ethics in publication and quality of articles.
Conformance to standards of ethical behavior is therefore expected of all parties involved: Authors, Editors, Reviewers, and the Publisher.
In particular,
Authors: Authors should present an objective discussion of the significance of research work as well as sufficient detail and references to permit others to replicate the experiments. Fraudulent or knowingly inaccurate statements constitute unethical behavior and are unacceptable. Review Articles should also be objective, comprehensive, and accurate accounts of the state of the art. The Authors should ensure that their work is entirely original works, and if the work and/or words of others have been used, this has been appropriately acknowledged. Plagiarism in all its forms constitutes unethical publishing behavior and is unacceptable. Submitting the same manuscript to more than one journal concurrently constitutes unethical publishing behavior and is unacceptable. Authors should not submit articles describing essentially the same research to more than one journal. The corresponding Author should ensure that there is a full consensus of all Co-authors in approving the final version of the paper and its submission for publication.
Editors: Editors should evaluate manuscripts exclusively on the basis of their academic merit. An Editor must not use unpublished information in the editor's own research without the express written consent of the Author. Editors should take reasonable responsive measures when ethical complaints have been presented concerning a submitted manuscript or published paper.
Reviewers: Any manuscripts received for review must be treated as confidential documents. Privileged information or ideas obtained through peer review must be kept confidential and not used for personal advantage. Reviewers should be conducted objectively, and observations should be formulated clearly with supporting arguments, so that Authors can use them for improving the paper. Any selected Reviewer who feels unqualified to review the research reported in a manuscript or knows that its prompt review will be impossible should notify the Editor and excuse himself from the review process. Reviewers should not consider manuscripts in which they have conflicts of interest resulting from competitive, collaborative, or other relationships or connections with any of the authors, companies, or institutions connected to the papers.
