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STS540 Zhi Lin C. et al.

                           A comparative study between the standard
                              deviation of the time to signal (SDTS)
                            performance of the GR and SSGR schemes
                                                                          3
                                                        2
                                      1
                        Zhi Lin Chong , Michael BC Khoo , Huay Woon You ,
                                                              5
                                     Wei Lin Teoh , Sin Yin Teh
                                                 4
                              1 Universiti Tunku Abdul Rahman, Perak, Malaysia.
                                2,5 Universiti Sains Malaysia, Penang, Malaysia
                             3 Universiti Kebangsaan Malaysia, Selangor, Malaysia
                             4 Heriot-Watt University Malaysia, Putrajaya, Malaysia.

            Abstract
            The  Group  Runs  (GR)  scheme  is  introduced  as  an  improved  version  of  the
            synthetic  scheme;  whereas  the  Side-Sensitive  Group  Runs  (SSGR)  scheme  is
            introduced as an enhancement of the GR scheme with the side-sensitive feature.
            However, the average run length or average time to signal criterion is commonly
            applied as a sole performance measure for both the GR and SSGR schemes.
            Hence, this paper aims to reexamine the performances of the GR and SSGR
            schemes using the performance measure of the standard deviation of the time
            to signal (SDTS), which have not been investigated in the literature. Based on
            the comprehensive simulation studies, it is discovered that although the SSGR
            scheme has a better out-of-control SDTS performance compared to the GR
            scheme, its in-control SDTS performance is inferior to that of the GR scheme.

            Keywords
            Control chart, Group Runs (GR), Side-Sensitive Group Runs (SSGR)

            1.  Introduction
                Contemporarily, quality control is vitally viewed as high quality product will
            boost the reputation and improve the sustainability of any industry. Statistical
            Process Control (SPC) is commonly implemented to control and enhance the
            product quality. Among the many tools in SPC, control scheme receives the
            most  attention  due  to  its  effectiveness  in  categorizing  the  process  as  in-
            control (IC) or out-of-control (OC). The first control chart was introduced by
            W. A. Shewhart in the 1920s and it is called the Shewhart  scheme. Since then,
                                                                   ̅
            numerous  extensions  on  the  Shewhart    scheme  have  been  proposed.
                                                      ̅
            Although the Shewhart  scheme is the most widely applied control scheme
                                    ̅
            in industries and it is effective in detecting large and abrupt mean shifts, it
            receives much criticisms due to its inefficiency in detecting small to moderate
            and persistent mean shifts. To solve this problem, Roberts (1959) and Page
            (1954) introduced the Exponentially Weighted Moving Average (EWMA) and
            Cumulative  Sum  (CUSUM)  schemes,  respectively,  which  are  effective  in
            detecting small mean shifts.

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