On developing linear profile methodologies: a ranked set approach with engineering application
Abstract
Linear profiles are quite popular in establishing relationship among different variables associated with each other in an ongoing process. Control charting methodologies for these linear profiles are used to monitor and improve the performance of a process. The commonly used Phase I methodologies of linear profiles are mostly based on simple random selection procedures. In this study, we intend to improve the existing Phase I profile methods by considering the different ranked set strategies including ranked set sampling (RSS), median RSS (MRSS) and extreme RSS (ERSS). The profile monitoring is considered in terms of three main parameters namely slope, intercept and error variance for efficient detection of any assignable cause(s). We have used probability to signal as a performance measure in our study. A real-life application of the proposed methods is also presented in this study using a real data from electrical engineering related to grid-connected photo voltaic system.
References
Abujiya, M., Lee, M. H. & Riaz, M. 2015a. Increasing the sensitivity of cumulative sum charts for location. Quality and Reliability Engineering International, 31, 1035-1051.
Abujiya, M. & Muttlak, H. 2007. Monitoring the process mean and variance using ranked set sampling and its modifications. Journal of Statistical Theory and Applications, 6, 408-422.
Abujiya, M., Riaz, M. & Lee, M. 2013. Enhancing the Performance of Combined Shewhart‐EWMA Charts. Quality and Reliability Engineering International, 29, 1093-1106.
Abujiya, M. a. R., Riaz, M. & Lee, M. H. 2015b. Enhanced cumulative sum charts for monitoring process dispersion. PloS one, 10, e0124520.
Alodat, M., Al-Rawwash, M. & Nawajah, I. 2010. Inference about the regression parameters using median-ranked set sampling.
Communications in Statistics-Theory and Methods, 39, 2604-2616.
Aslam, M., Azam, M. & Jun, C.-H. 2016. Sampling Plan Using EWMA Statistic of Regression Estimator. Iranian Journal of Science and Technology (Sciences).
Croarkin, M. & Varner, R. N. 1982. Measurement assurance for dimensional measurements on integrated-circuit photomasks. Final Report National Bureau of Standards, Washington, DC. Statistical Engineering Div.
Gupta, S., Montgomery, D. & Woodall, W. 2006. Performance evaluation of two methods for online monitoring of linear calibration profiles. International journal of production research, 44, 1927-1942.
Hauck, D. J., Runger, G. C. & Montgomery, D. C. 1999. Multivariate statistical process monitoring and diagnosis with grouped regression‐adjusted variables. Communications in Statistics-Simulation and Computation, 28, 309-328.
Hawkins, D. M. 1991. Multivariate quality control based on regression-adiusted variables. Technometrics, 33, 61-75.
Hawkins, D. M. 1993. Regression adjustment for variables in multivariate quality control. Journal of Quality Technology, 25, 170-182.
Jensen, W. A., Birch, J. B. & Woodall, W. H. 2008. Monitoring correlation within linear profiles using mixed models. Journal of Quality Technology, 40, 167-183.
Kang, L. & Albin, S. 2000. On-line monitoring when the process yields a linear profile. Journal of quality Technology, 32, 418.
Kim, K., Mahmoud, M. A. & Woodall, W. H. 2003. On the monitoring of linear profiles. Journal of Quality Technology, 35, 317-328.
Kulasekera, K. 1995. Comparison of regression curves using quasi-residuals. Journal of the American Statistical Association, 90, 1085-1093.
Mahmoud, M., Morgan, J. & Woodall, W. 2010. The monitoring of simple linear regression profiles with two observations per sample. Journal of Applied Statistics, 37, 1249-1263.
Mahmoud, M., Parker, P., Woodall, W. & Hawkins, D. 2007. A change point method for linear profile data. Quality and Reliability Engineering International, 23, 247-268.
Mahmoud, M. & Woodall, W. 2004. Phase I analysis of linear profiles with calibration applications. Technometrics, 46, 380-391.
Mandel, B. 1969. The regression control chart. Journal of Quality Technology, 1, 1-9.
Mcintyre, G. 1952. A method for unbiased selective sampling, using ranked sets. Australian Journal of Agricultural Research, 3, 385-390.
Mehmood, R., Riaz, M. & Does, R. J. 2013. Control charts for location based on different sampling schemes. Journal of Applied Statistics, 40, 483-494.
Mehmood, R., Riaz, M. & Does, R. J. 2014. Quality quandaries: on the application of different ranked set sampling schemes. Quality Engineering, 26, 370-378.
Mestek, O., Pavlík, J. & Suchánek, M. 1994. Multivariate control charts: control charts for calibration curves. Fresenius' journal of analytical chemistry, 350, 344-351.
Mukhtar, U. 2015. Maximum power point tracking controllers for grid-connected PV systems. Master, King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia
Muttlak, H. 1997. Median ranked set sampling Journal of Applied Statistical Science, 6, 245-255.
Niaki, A. S. T., Abbasi, B. & Arkat, J. 2007. A generalized linear statistical model approach to monitor profiles. International Journal of Engineering (IJE) Transactions A, 20, 233-242.
Noorossana, R. & Amiri, A. 2007. Enhancement of linear profiles monitoring in phase II. Amirkabir Journal of Science Technology., 48, 19-27.
Noorossana, R., Amiri, A., Vaghefi, A. & Roghanian, E. Monitoring quality characteristics using linear profile. Proceedings of the 3rd International Industrial Engineering Conference, 2004a. 246-255.
Noorossana, R., Fatemi, S. & Zerehsaz, Y. 2015. Phase II monitoring of simple linear profiles with random explanatory variables. The International Journal of Advanced Manufacturing Technology, 76, 779-787.
Noorossana, R., Vaghefi, S. & Amiri, A. The effect of non-normality on monitoring linear profiles. Proceedings of the 2nd International Industrial Engineering Conference. Riyadh, Saudi Arabia, 2004b.
Riaz, M. & Does, R. J. 2009. A process variability control chart. Computational statistics, 24, 345-368.
Riaz, M., Mahmood, T., Abbasi, S. A., Abbas, N. & Ahmad, S. 2017. Linear profile monitoring using EWMA structure under ranked set schemes. The International Journal of Advanced Manufacturing Technology, 91, 2751-2775.
Riaz, M. & Touqeer, F. 2015. On the performance of linear profile methodologies under runs rules schemes. Quality and Reliability Engineering International, 31, 1473-1482.
Saghaei, A., Mehrjoo, M. & Amiri, A. 2009. A CUSUM-based method for monitoring simple linear profiles. The International Journal of Advanced Manufacturing Technology, 45, 1252-1260.
Samawi, H. M. & Ababneh, F. M. 2001. On regression analysis using ranked set sample. Journal of Statistical Research, 35, 93-105.
Samawi, H. M., Ahmed, M. S. & Abu‐Dayyeh, W. 1996. Estimating the population mean using extreme ranked set sampling. Biometrical Journal, 38, 577-586.
Shang, Y., Tsung, F. & Zou, C. 2011. Phase II Profile monitoring with binary data and random predictors. Journal of Quality Technology, 43, 196-208.
Soleimani, P., Noorossana, R. & Amiri, A. 2009. Simple linear profiles monitoring in the presence of within profile autocorrelation. Computers & Industrial Engineering, 57, 1015-1021.
Stover, F. S. & Brill, R. V. 1998. Statistical quality control applied to ion chromatography calibrations. Journal of Chromatography A, 804, 37-43.
Taghipour, M., Amiri, A. & Saghaei, A. 2017. Phase I monitoring of within-profile autocorrelated multivariate linear profiles. Journal of Engineering Research, 5, 195-208.
Takahasi, K. & Wakimoto, K. 1968. On unbiased estimates of the population mean based on the sample stratified by means of ordering. Annals of the Institute of Statistical Mathematics, 20, 1-31.
Woodall, W. H. 2007. Current research on profile monitoring. Production, 17, 420-425.
Yeh, A. & Zerehsaz, Y. 2013. Phase I control of simple linear profiles with individual observations. Quality and Reliability Engineering International, 29, 829-840.
Zhang, J., Li, Z. & Wang, Z. 2009. Control chart based on likelihood ratio for monitoring linear profiles. Computational statistics & data analysis, 53, 1440-1448.
Zou, C., Zhang, Y. & Wang, Z. 2006. A control chart based on a change-point model for monitoring linear profiles. IIE transactions, 38, 1093-1103.
Zou, C., Zhou, C., Wang, Z. & Tsung, F. 2007. A self-starting control chart for linear profiles. Journal of Quality Technology, 39, 364-375.