PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
Tytuł artykułu

Which control chart is the best for the particleboard industry: Shewhart, CUSUM or EWMA?

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In this study, control charts were prepared using data received from a particleboard manufacturer to determine the factors that impair quality, and the most suitable control charts for the company were specified accordingly. The study material consisted of the tensile strength values of boards taken from a factory over three months. Shewhart, CUSUM and EWMA control charts were used for variable quantities to achieve the targeted quality level. It was concluded from the research that interdependent and independent evaluation of the data observed during particleboard manufacturing was required; therefore, the combined use of CUSUM and Shewhart control charts was proposed.
Rocznik
Strony
95--117
Opis fizyczny
Bibliogr. 82 poz., rys., tab.
Twórcy
autor
  • Bartin University, Faculty of Forestry, Bartin, Turkey
  • Bartin University, Faculty of Forestry, Bartin, Turkey
Bibliografia
  • Abbasi S.A., Riaz M., Miller A. [2012]: Enhancing the performance of CUSUM scale chart. Computers & Industrial Engineering 63: 400-409. DOI: https://doi.org/10.1016/j.cie.2012.03.013
  • Ai B., Wong D.S.H., Jang S.S., Zheng Y. [2011]: Stability analysis of EWMA run-to-run controller subjects to stochastic metrology delay. Proceedings of the 18th World Congress, The International Federation of Automatic Control Milano (Italy), August 28--September 2
  • Akin B. [1996]: Statistical Process Control (IPC) techniques in businesses. Bilim Teknik Publishing, Istanbul, p. 3
  • Aparisi F., Díaz J.C.G. [2007]: Design and optimization of EWMA control charts for in-control, indifference, and out-of-control regions. Computers & Operations Research 34: 2096-2108. DOI: https://doi.org/10.1016/j.cor.2005.08.003
  • Aydin K. [2002]: Using EWMA and GARCH methods in value at risk calculations: Application on ISE-30 index. Master thesis, Zonguldak Karaelmas University, Business Administration, Zonguldak, 191 p.
  • Azam M., Aslam M., Jun C.H. [2015]: Designing of a hybrid exponentially weighted moving average control chart using repetitive sampling. The International Journal of Advanced Manufacturing Technology 77: 1927-1933. DOI: https://doi.org/10.1007/s00170-014-6585-x
  • Barnard G.A. [1959]: Control charts and stochastic processes. Journal of the Royal Statistical Society 21 [2]: 239-271. DOI: https://doi.org/10.1111/j.2517-6161.1959.tb00336.x
  • Barratt B., Atkinson R., Anderson H.R., Beevers S., Kelly F., Mudway I., Wilkinson P. [2007]: Investigation into the use of the CUSUM technique in identifying changes in mean air pollution levels following introduction of a traffic management scheme. Atmospheric Environment 41 [8]: 1784-1791. DOI: https://doi.org/10.1016/j.atmosenv.2006.09.052
  • Berenson M., Levine D.M., Krehbiel T.C. [1992]: Basic business statistics: concepts and applications. 5th Edition, Prentice Hall Inc, 842 p.
  • Beytekin U. [2010]: Statistical process control applications in paper industry. Master thesis, Zonguldak Karaelmas University, Electrical and Electronics Engineering, Zonguldak, 85 p.
  • Castagliola P., Maravelakis P.E. [2011]: A CUSUM control chart for monitoring the variance when parameters are estimated. Journal of Statistical Planning and Inference 141: 1463-1478. DOI: https://doi.org/10.1016/j.jspi.2010.10.013
  • Chan C.K., Stephen F., Witt Y.C.E., Lee H. [2010]: Song tourism forecast combination using the CUSUM technique. Tourism Management 31: 891-897. DOI: https://doi.org/10.1016/j.tourman.2009.10.004
  • Chelani A.B. [2011]: Change detection using CUSUM and modified CUSUM method in air pollutant concentrations at traffic site in Delhi. Stochastic Environmental Research and Risk Assessment 25: 827-834. DOI: https://doi.org/10.1007/s00477-010-0452-6
  • Cheng S.S., Yu F.J. [2013]: A CUSUM control chart to monitor wafer quality. World Academy of Science, Engineering and Technology, International Journal of Mechanical, Aerospace, Industrial, Mechatronic and Manufacturing Engineering 7 [6]: 1183-1188. DOI: doi.org/10.5281/zenodo.1328390
  • Colak T. [2007]: Statistical process control and its applications. Master thesis, Cukurova University, Statistics, 102 p.
  • Crowder S.V. [1987]: A simple method for studying run length distribution of Exponentially Weighted Moving Average control. Technometrics 29 [4]: 401-407. DOI: https://doi.org/10.1080/00401706.1987.10488267
  • Degerli Z. [2006]: Importance of statistical process control in total quality management and an application. Master thesis, Akdeniz University. Business Administration, 118 p.
  • Demir Y. [2008]: The application of SHEWHART, CUSUM and EWMA control graphics on machine industry. Master thesis, Yuzuncu Yil University, Animal Science, 56 p.
  • Demir Y., Mirtagioglu H. [2016]: The Application of Shewhart CUSUM and EWMA Control Graphics on Machine Industry. YYU Journal of Agricultural Sciences 26 [2]: 254-265. https://dergipark.org.tr/tr/pub/yyutbd/issue/24190/256546
  • Donmez U. [2012]: Construe of statistical process control charts with fuzzy logic and application in a yarn manufactory. Master thesis Cukurova University, Textile Engineering, 221 p.
  • Efe H., Kasal A. [2007]: Determination of some physical and mechanical properties of various wood and wood composite materials. Journal of Polytechnic 10 [3]: 303-311
  • Ege O. [2000]: Comparison of EWMA control card with Shewhart and CUSUM control cards: Simulation experiment. DEU. Faculty of Economics and Administrative Sciences Journal 15 [1]: 125-132
  • Franco B.C., Celano G., Philippe C., Costa A.F.B. [2014]: Economic design of Shewhart control charts for monitoring autocorrelated data with skip sampling strategies. International Journal of Production Economics [151]: 121-130. DOI: https://doi.org/10.1016/j.ijpe.2014.02.008
  • Gavcar E., Aytekin A. [1995]: Preparation of control diagrams for features and an example of Kelebek furniture business. I. National Black Sea Forestry Congress, 23-25 October, Trabzon, p. 261-268
  • Gedik T., Akyuz K.C. [2007]: Process control with the assistance of quality control diagrams in MDF production. Journal of the Faculty of Forestry Istanbul University 57 [2]: 75-91
  • Guler C. [2015]: Some technological properties of particleboards produced in different thicknesses. Düzce University Faculty of Forestry Journal of Forestry 11 [1]: 52-63
  • Haq A., Al-Omari A.I. [2015]: A new Shewhart control chart for monitoring process mean based on partially ordered judgment subset sampling. Quality & Quantity 49: 1185-1202. DOI: https://doi.org/10.1007/s11135-014-0042-7
  • Haq A., Brown J., Moltchanova E., Al-Omari A.I. [2015]: Effect of measurement error on exponentially weighted moving average control charts under ranked set sampling schemes. Journal of Statistical Computation and Simulation 85 [6]: 1224-1246. DOI: https://doi.org/10.1080/00949655.2013.873040
  • Harrison P.J., Davies L. [1964]: The use of cumulative sum (CUSUM) techniques for the control of routine forecasts of product demand. Operations Research 12 [2]: 325-333. DOI: https://doi.org/10.1287/opre.12.2.325
  • Healy J.D. [1987]: A Note on multivariate CUSUM procedures. Technometrics 29 [4]: 409-412. DOI: 10.1080/00401706.1987.10488268
  • Holmes D. [1996]: Introduction to SPC. sixth printing, Stochos Inc., Massachusetts, p. 34
  • Hunter J.S. [1986]: The Exponentially Weighted Moving Average. Journal of Quality Technology 18 [4]: 203-210. DOI: https://doi.org/10.1080/00224065.1986.11979014
  • Isigicok E. [2012]: Statistical Quality Control from the perspective of Total Quality Management. Ezgi Publishing, Bursa, p. 52
  • Istek A., Aydin U., Ozlusoylu I. [2019]: The effect of mat layers moisture content on some properties of particleboard. Drvna industrija: Znanstveni časopis za pitanja drvne tehnologije 70 [3]: 221-228. DOI: https://doi.org/10.5552/drvind.2019.1821
  • Istek A., Celik S., Ozlusoylu I. [2020]: Effect of chainsaw chips use on some panel properties in particleboard production. Journal of Bartin Faculty of Forestry 22 [3]: 886-896. DOI: 10.24011/barofd.757774
  • Istek A., Ozlusoylu I., Kizilkaya A. [2017]: Turkish wood based panels sector analysis. Journal of Bartin Faculty of Forestry 19 [1]: 132-138. DOI: 10.24011/barofd.297231
  • Johnston F.R. [1993]: Exponentially Weighted Moved Average (EWMA) with irregular updating periods. The Journal of the Operational Research Society 44 [7]: 711-716. DOI: https://doi.org/10.1057/jors.1993.120
  • Kartal M. [1999]: Statistical Quality Control. Safak Publishing, Sivas. 205 p.
  • Kasap E. [2006]: Shewhart, CUSUM and EWMA quality control charts in the production process. Master thesis, Ondokuz Mayis University, Statistics, Samsun, Turkey, 44 p.
  • Kemp K.W. [1961]: The average run length of the cumulative sum chart when a V-mask is used. Journal of the Royal Statistical Society. Series B 23: 149-153. DOI: https://doi.org/10.1111/j.2517-6161.1961.tb00398.x
  • Kurt R. [2018]: Integrated use of artificial neural networks and Shewhart, CUSUM and EWMA control charts in statistical process control: A case study in forest industry enterprise PhD. Thesis, Bartin University, Forest Industry Engineering, 206 p.
  • Lucas J.M., Saccucci M.S. [1990]: Exponentially Weighted Moving Average control schemes properties and enhancements. Technometrics 24: 199-205. DOI: 10.1080/00401706.1990.10484583
  • Mahmoud M.A., Maravelakis P.E. [2013]: The performance of multivariate CUSUM control charts with estimated parameters. Journal of Statistical Computation and Simulation 83 [4]: 721-738. DOI: https://doi.org/10.1080/00949655.2011.633910
  • Maness T.C., Kozak R.A., Staudhammer C. [2003]: Applying real-time statistical process control to manufacturing processes exhibiting between and within part size variability in the wood products industry. Quality Engineering 16 [1]: 113-125. DOI: https://doi.org/10.1081/QEN-120020778
  • Maravelakis P.E. [2012]: Measurement error effect on the CUSUM control chart. Journal of Applied Statistics 39 [2]: 323-336. DOI: https://doi.org/10.1080/02664763.2011.590188
  • Milota M.R. [2009]: The cumulative sum chart for moisture control in lumber drying. Forest Products Journal 59 [11]: 24-26. DOI: https://doi.org/10.13073/0015-7473-59.11.24
  • Montgomery D.C. [1991]: Introduction to statistical quality control. John Wiley and Sons. Inc., 702 p.
  • Montgomery D.C. [2005]: Introduction to statistical quality control. Fifth Edition, John Wiley and Sons Inc., United States of America, 759 p.
  • Murdoch J. [1979]: Control charts. Macrnillan, Press Ltd., p. 56.
  • Nazir H.Z., Schoonhoven M., Riaz M., Does R.J.M.M. [2014]: Quality quandaries: how to set up a robust Shewhart control chart for dispersion? Quality Engineering 26: 130-136. DOI: https://doi.org/10.1080/08982112.2013.848367
  • Nenes G., Tagaras G. [2007]: An economic comparison of CUSUM and Shewhart charts. IIE Transactions 40 [2]: 133-146. DOI: https://doi.org/10.1080/07408170701592499
  • Oktay E. [1994]: A Quality control study at Erzurum sugar factory using SHEWHART, CUSUM and EWMA control charts. PhD. Thesis, Ataturk University, Business Administration, Erzurum. 206 p.
  • Oktay E., Ozcomak M.S. [2001]: CUSUM control charts and an application. Journal of Economics and Administrative Sciences 5 [1-2]: 361-387
  • Ozcil A. [2014]: An application Shewart, Cusum and Ewma control charts into a manufacturing business. Master thesis, Pamukkale University, Numerical methods, Denizli, 127 p.
  • Ozdamar I.H. [2006]: Fuzzy statistical quality control and application in a forestry industry. PhD. Thesis, Suleyman Demirel University, Forest Industry Engineering, 236 p.
  • Ozdamar I.H. [2007]: Statistical process control in forest products industry: case study on particleboard production process. Turkish Journal of Forestry 1: 79-91
  • Page E.S. [1954]: Continuous inspection schemes. Biometrika 42: 243-254. DOI: 10.2307/2333009
  • Pekmezci A. [2005]: Statistical quality control methods and application. Master Thesis, Statistics, Mugla University, Mugla, 130 p.
  • Raza H., Prasad G., Li Y. [2015]: EWMA model based shift-detection methods for detecting covariate shifts in non-stationary environments. Pattern Recognition 48: 659-669. DOI: https://doi.org/10.1016/j.patcog.2014.07.028
  • Reynolds M.R., Stoumbos Z.G. [2000]: A general approach to modeling CUSUM charts for a proportion. IIE Transactions 32 [6]: 515-535. DOI: https://doi.org/10.1023/A:1007671903559
  • Riaz M., Abbas N., Does R.J.M.M. [2011]: Improving the performance of CUSUM charts. Quality and Reliability Engineering International 27: 415-424. DOI: https://doi.org/10.1002/qre.1124
  • Roberts S.W. [1959]: Control chart tests based on geometric moving averages. Technometrics 1: 239-250. DOI: 10.1080/00401706.1959.10489860
  • Sahin S. [2000]: A Theoretical approach on the X-control diagrams application of the exponential and Weibull distributions in statistical quality control. PhD. Thesis, Cumhuriyet University, Numerical methods, 122 p.
  • Sarkadi K., Vincze I. [1974]: Mathematical methods of Statistical Quality Control. Academic Press, New York, p. 261.
  • Scandol J.P. [2003]: Use of cumulative sum (CUSUM) control charts of landed catch in the management of fisheries. Fisheries Research 64: 19-36. DOI: https://doi.org/10.1016/S0165-7836(03)00104-8
  • Semple K.E., Smith G.D. [2006]: Prediction of internal bond strength in particleboard from screw withdrawal resistance models. Wood and Fiber Science 38 [2]: 256-267
  • Serel D.A. [2009]: Economic design of EWMA control charts based on loss function. Mathematical and Computer Modelling 49: 745-759. DOI: https://doi.org/10.1016/j.mcm.2008.06.012
  • Serel D.A., Moskowitz H. [2008]: Joint economic design of EWMA control charts for mean and variance. European Journal of Operational Research 184: 157-168. DOI: https://doi.org/10.1016/j.ejor.2006.09.084
  • Shewhart W.A. [1924]: Some applications of statistical methods to the analysis of physical and engineering data. Bell System Technical Journal 3 [1]: 43-87. DOI: https://doi.org/10.1002/j.1538-7305.1924.tb01347.x
  • Shin D.W., Hwang E. [2017]: A CUSUM test for panel mean change detection. Journal of the Korean Statistical Society 46: 70-77. DOI: https://doi.org/10.1016/j.jkss.2016.06.003
  • Silvan J.M., Rosario P., Martinez J.L. [2013]: On the use of V-mask techniques to estimate variations in Cusum control charts by using a commercial spreadsheet. Accreditation and Quality Assurance 18: 299–306. DOI: https://doi.org/10.1007/s00769-013-0992-9
  • Testik M.C. [1999]: Performance analysis of statistical quality control schemes under various conditions. Master thesis, Cukurova University, Industrial Engineering, Adana, 88 p.
  • Topalidou E., Psarakis S. [2009]: Review of multinomial and multiattribute quality control charts. Quality and Reliability Engineering International [25]: 773-804. DOI: https://doi.org/10.1002/qre.999
  • Walpole R.E., Myers R.H. [1989]: Probability and statistics for engineers and scientists. 4th Edition, Macmillan Publishing Company, 765 p.
  • Williams S.M., Parry B.R., Schlup M.M.T. [1992]: Quality control: An application of the cusum. BMJ: British Medical Journal 304: 1359-1361. DOI: 10.1136/bmj.304.6838.1359
  • Woodward R.H., Goldsmith P.L. [1964]: Cumulative sum techniques. Monograph, No. 3, Oliver and Boyd. Ltd., Edinburgh, p.2.
  • Xia Z., Guo P., Zhao W. [2011]: CUSUM methods for monitoring structural changes in structural equations, communications in statistics. Theory and Methods 40 [6]: 1109-1123. DOI: https://doi.org/10.1080/03610920903537285
  • Yi G., Coleman S., Ren Q. [2006]: CUSUM method in predicting regime shifts and its performance in different stock markets allowing for transaction fees. Journal of Applied Statistics 33 [7]: 647-661. DOI: https://doi.org/10.1080/02664760600708590
  • Yontay P. [2011]: A two-sided Cusum for first-order integer-valued autoregressive processes of Poisson counts. master thesis, middle east Technical University, Graduate School of Natural and Applied Sciences, 103 p.
  • Young T., Winistorfer P.M. [2001]: The effects of autocorrelation on real-time statistical process control with solutions for forest products manufacturers. Forest Products Journal 51 [11-12]: 70-77
  • Zhang J., Li Z., Chen B., Wang Z. [2014]: A new exponentially weighted moving average control chart for monitoring the coefficient of variation. Computers & Industrial Engineering 78: 205–212. DOI: https://doi.org/10.1016/j.cie.2014.09.027
  • List of standards
  • TS EN 319:1999 Particleboards and fibreboards – determination of tensile strength perpendicular to the plane of the board. Institute of Turkish Standards, Ankara, Turkey.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-2ec922f5-62a0-48ec-a8a5-f37913ac11f2
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.