Conference Paper

Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets

Volume: 3 Number: 1 December 15, 2020
EN

Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets

Abstract

A Shewhart control chart is a completely critical tool used for monitoring process’ stability. The superiority of EWMA and CUSUM control charts over Shewhart control charts is their ability to handle small process shifts. Although fuzzy sets can manage uncertainties related to processes, the extensions of fuzzy sets can be used to improve the ability of these control charts. The main advantage of type-2 fuzzy sets is that they can effectively model uncertainty even when the membership functions are not crisp. For these reasons, type-2 fuzzy sets are used to design of CUSUM and EWMA control charts. Therefore, in this study, the control limits and center lines in EWMA and CUSUM control diagrams have been re-formulated based on type-2 fuzzy sets. Furthermore, an illustrative example is provided to show the applicability of the proposed techniques.

Keywords

Supporting Institution

TUBITAK

Project Number

119K408

Thanks

This study is supported by The Scientific and Technological Research Council of Turkey (TUBITAK) under Project Number 119K408.

References

  1. 1 D. C. Montgomery, Statistical quality control, Wiley Global Education, 2012.
  2. 2 I. W. Burr, Statistical quality control methods, CRC Press, 1976.
  3. 3 R. S. Leavenworth, E. L. Grant, Statistical quality control, Tata McGraw-Hill Education, 2000.
  4. 4 S. F. Yang, J. S. Lin, S. W. Cheng, A new nonparametric EWMA sign control chart, Expert Syst. Appl., 38(5) (2011), 6239–6243.
  5. 5 E. S. Page, Continuous inspection schemes, Biometrika, 41(1/2) (1954), 100-115.
  6. 6 S. W. Roberts, Control chart tests based on geometric moving averages, Technometrics, 1(3) (1959), 239–250.
  7. 7 L. A. Zadeh, The concept of a linguistic variable and its application to approximate reasoning—-I, Inform. Sci., 8(3) (1975), 199–249.
  8. 8 M. Kilic, I. Kaya, Investment project evaluation by a decision making methodology based on type–2 fuzzy sets, Appl. Soft Comput., 27 (2015), 399–410.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Conference Paper

Authors

İhsan Kaya
Türkiye

Beyza Cebeci This is me
Türkiye

Publication Date

December 15, 2020

Submission Date

August 8, 2020

Acceptance Date

September 29, 2020

Published in Issue

Year 1970 Volume: 3 Number: 1

APA
Kaya, İ., İlbahar, E., Karaşan, A., & Cebeci, B. (2020). Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets. Conference Proceedings of Science and Technology, 3(1), 129-135. https://izlik.org/JA47WA36BB
AMA
1.Kaya İ, İlbahar E, Karaşan A, Cebeci B. Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets. Conference Proceedings of Science and Technology. 2020;3(1):129-135. https://izlik.org/JA47WA36BB
Chicago
Kaya, İhsan, Esra İlbahar, Ali Karaşan, and Beyza Cebeci. 2020. “Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets”. Conference Proceedings of Science and Technology 3 (1): 129-35. https://izlik.org/JA47WA36BB.
EndNote
Kaya İ, İlbahar E, Karaşan A, Cebeci B (December 1, 2020) Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets. Conference Proceedings of Science and Technology 3 1 129–135.
IEEE
[1]İ. Kaya, E. İlbahar, A. Karaşan, and B. Cebeci, “Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets”, Conference Proceedings of Science and Technology, vol. 3, no. 1, pp. 129–135, Dec. 2020, [Online]. Available: https://izlik.org/JA47WA36BB
ISNAD
Kaya, İhsan - İlbahar, Esra - Karaşan, Ali - Cebeci, Beyza. “Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets”. Conference Proceedings of Science and Technology 3/1 (December 1, 2020): 129-135. https://izlik.org/JA47WA36BB.
JAMA
1.Kaya İ, İlbahar E, Karaşan A, Cebeci B. Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets. Conference Proceedings of Science and Technology. 2020;3:129–135.
MLA
Kaya, İhsan, et al. “Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets”. Conference Proceedings of Science and Technology, vol. 3, no. 1, Dec. 2020, pp. 129-35, https://izlik.org/JA47WA36BB.
Vancouver
1.İhsan Kaya, Esra İlbahar, Ali Karaşan, Beyza Cebeci. Design of EWMA and CUSUM Control Charts Based On Type-2 Fuzzy Sets. Conference Proceedings of Science and Technology [Internet]. 2020 Dec. 1;3(1):129-35. Available from: https://izlik.org/JA47WA36BB