Top

Quality & Quantity

Published in:

19-09-2023

Process capability analysis for simple linear profiles

Authors: Aylin Pakzad, Saeed Adibfar, Hamideh Razavi, Rassoul Noorossana

Published in: Quality & Quantity | Issue 3/2024

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

When a process is under statistical control, one is usually interested in evaluating process performance based on specification limits (SLs) provided by customer. This evaluation is referred to as process capability analysis. This study provides a new method to measure process capability index (PCI) for a simple linear profile based on its parameters. In this regard, the SLs for the proposed PCIs (SLs for the profile parameters) are presented based on SLs of the response variable while considering the in-control profiles. Simulation results reveal satisfactory performance for the proposed method considering absolute percentage error criterion. In addition, the minimum number of profile samples for estimation of the proposed PCIs are determined. A real case in calibration application is also considered to show the applicability of the proposed method in practice.

previous article The impact of corporate social responsibility on customer loyalty in hospitality business

next article An overview of mindfulness theories applied to tourism: systematic review update and bibliometric analysis

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

AbbasiGanji, Z., SadeghpourGildeh, B.: Fuzzy process capability indices for simple linear profile. J. Appl. Stat. 47(12), 1–23 (2020)

AbbasiGanji, Z., SadeghpourGildeh, B.: A new process capability index for simple linear profile. Commun. Stat. Theor. Methods (2021). https://doi.org/10.1080/03610926.2021.1980804CrossRef

Ahmadabadi, M.N., Farjami, Y., Moghadam, M.B.: A process control method based on five-parameter generalized lambda distribution. Qual. Quant. 46, 1097–1111 (2012)CrossRef

Alevizakos, V., Koukouvinos, C.: Evaluation of process capability in gamma regression profiles. Commun. Stat. Simul. Comput. 51(8), 1–16 (2020)

Alevizakos, V., Koukouvinos, C., Castagliola, P.: Process capability index for Poisson regression profile based on the SPMK index. Qual. Eng. 31(3), 1–9 (2019a)CrossRef

Alevizakos, V., Koukouvinos, C., Lappa, A.: Comparative study of the CP and SPMK indices for logistic regression profile using different link functions. Qual. Eng. 31(3), 453–462 (2019b)CrossRef

Chan, L.K., Cheng, S.W., Spiring, F.A.: A new measure of process capability: CPM. J. Qual. Technol. 20(3), 162–175 (1988)CrossRef

Chiang, J.Y., Lio, Y.L., Tsai, T.R.: MEWMA control chart and process capability indices for simple linear profiles with within-profile autocorrelation. Qual. Reliab. Eng. Int. 33(5), 1083–1094 (2017)CrossRef

Ebadi, M., Shahriari, H.: A process capability index for simple linear profile. Int. J. Adv. Manuf. Technol. 64(5–8), 857–865 (2013)CrossRef

Hosseinifard, S.Z., Abbasi, B.: Evaluation of process capability indices of linear profiles. Int. J. Qual. Reliab. Manag. 29(2), 162–176 (2012a)CrossRef

Hosseinifard, S.Z., Abbasi, B.: Process capability analysis in non normal linear regression profiles. Commun. Stat. Simul. Comput. 41(10), 1761–1784 (2012b)CrossRef

Hsiang, T.C., Taguchi, G.: Tutorial on quality control and assurance-the Taguchi methods. In: Joint Meetings of the American Statistical Association, p. 188. Las Vegas (1985)

Kane, V.E.: Process capability indices. J. Qual. Technol. 18(1), 41–52 (1986)CrossRef

Kang, L., Albin, S.L.: On-line monitoring when the process yields a linear profile. J. Qual. Technol. 32(4), 418–426 (2000)CrossRef

KarimiGhartemani, M., Noorossana, R., Niaki, S.T.A.: A new approach in capability analysis of processes monitored by a simple linear regression profile. Qual. Reliab. Eng. Int. 32(2), 209–221 (2016)CrossRef

Kim, S., Kim, H.: A new metric of absolute percentage error for intermittent demand forecasts. Int. J. Forecast. 32(3), 669–679 (2016)CrossRef

Kim, K., Mahmoud, M.A., Woodall, W.H.: ASQ: on the monitoring of linear profiles. J. Qual. Technol. 35(3), 317–328 (2003)CrossRef

Kutner, M.H., Nachtsheim, C.J., Neter, J., Li, W.: Applied Linear Statistical Models, 5th edn. McGraw-Hill, Boston (1996)

Mahmoud, M.A., Woodall, W.H.: Phase I analysis of linear profiles with calibration applications. Technometrics 46(4), 380–391 (2004)CrossRef

Maleki, M.R., Amiri, A., Castagliola, P.: An overview on recent profile monitoring papers (2008–2018) based on conceptual classification scheme. Comput. Ind. Eng. 126, 705–728 (2018)CrossRef

Mehri, S., Ahmadi, M.M., Shahriari, H., Aghaie, A.: Robust process capability indices for multiple linear profiles. Qual. Reliab. Eng. Int. (2021). https://doi.org/10.1002/qre.2934CrossRef

Natrella, M.: NIST/SEMATECH e-Handbook of Statistical Methods (2010).

NematiKeshteli, R., BaradaranKazemzadeh, R., Amiri, A., Noorossana, R.: Developing functional process capability indices for simple linear profile. Sci. Iran. 21(3), 1044–1050 (2014a)

NematiKeshteli, R., BaradaranKazemzadeh, R., Amiri, A., Noorossana, R.: Functional process capability indices for circular profile. Qual. Reliab. Eng. Int. 30(5), 633–644 (2014b)CrossRef

Noorossana, R., Saghaei, A., Amiri, A.: Statistical Analysis of Profile Monitoring. Wiley, Hoboken (2011)CrossRef

Pakzad, A., Razavi, H., Sadeghpour Gildeh, B.: Developing loss-based functional process capability indices for simple linear profile. J. Stat. Comput. Simul. 92(1), 115–144 (2021)CrossRef

Pakzad, A., Razavi, H., SadeghpourGildeh, B.: Functional process capability indices for a simple linear profile in fuzzy environment. J. Ind. Syst. Eng. 13(4), 1–22 (2021)

Pearn, W.L., Kotz, S.: Encyclopedia and Handbook of Process Capability Indices. A Comprehensive Exposition of Quality Control Measures. World Scientific Publishing, Co., Pte. Ltd, Singapore (2006)CrossRef

Pearn, W.L., Kotz, S., Johnson, N.L.: Distributional and inferential properties of process capability indices. J. Qual. Technol. 24(4), 216–231 (1992)CrossRef

Pour Larimi, A.M., NematiKeshteli, R., Safaei, A.S.: Functional process capability indices for nonlinear profile. J. Ind. Syst. Eng. 12, 1–14 (2019)

RezayeAbbasiCharkhi, M., Aminnayeri, M., Amiri, A.: Process capability index for logistic regression profile based on SPMK index. Int. J. Eng. 28(8), 1186–1192 (2015)

RezayeAbbasiCharkhi, M., Aminnayeri, M., Amiri, A.: Process capability indices for logistic regression profile. Qual. Reliab. Eng. Int. 32(5), 1655–1661 (2016)CrossRef

Shi, L., Chen, W., Lu, L.F.: An approach for simple linear profile gauge R&R studies. Discrete Dyn. Nat. Soc. 2014, 1–7 (2014)

Shi, L., Chen, W., He, Z.: Measurement system capability analysis for simple linear profiles. In: Qi, E. (eds.) Proceedings of the 6th International Asia Conference on Industrial Engineering and Management Innovation. Atlantis Press, Paris (2016)

Wang, F.K.: A process yield for simple linear profiles. Qual. Eng. 26(3), 311–318 (2014)CrossRef

Wang, F.K.: Measuring the process yield for circular profiles. Qual. Reliab. Eng. Int. 31(4), 579–588 (2015)CrossRef

Wang, F.K., Tamirat, Y.: Process yield analysis for autocorrelation between linear profiles. Comput. Ind. Eng. 71(1), 50–56 (2014)CrossRef

Woodall, W.H.: Current research on profile monitoring. Production 17(3), 420–425 (2007)CrossRef

Wu, X.: An assessment approach for process capability in simple linear profil. In: Qi E., Shen J., Dou R. (eds.) Proceedings of the 22nd International Conference on Industrial Engineering and Engineering Management 2015. Atlantis Press, Paris (2016)

Title: Process capability analysis for simple linear profiles
Authors: Aylin Pakzad
Saeed Adibfar
Hamideh Razavi
Rassoul Noorossana
Publication date: 19-09-2023
Publisher: Springer Netherlands
Published in: Quality & Quantity / Issue 3/2024
Print ISSN: 0033-5177
Electronic ISSN: 1573-7845
DOI: https://doi.org/10.1007/s11135-023-01726-4

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Wirtschaft"

Other articles of this Issue 3/2024

Assessing heterogeneity in MOOC student performance through composite-based path modelling

Are religion and happiness on same side?

“All are investing in Crypto, I fear of being missed out”: examining the influence of herding, loss aversion, and overconfidence in the cryptocurrency market with the mediating effect of FOMO

Investigation of femicide in Turkey: modeling time series of counts

A new matrix-based formulation for computing the variance components F-test in linear models with crossed random effects

Economic policy uncertainty, corporate diversification and firm value: the global evidence

Premium Partner