Page 160 - ASBIRES-2017_Preceedings
P. 160

Jayalath & Francisco



              Pie-charts  were  used  to  show  the      significance. There is a correlation between
       distribution pattern graphically with the help    OEE and independent variables.
       of  corresponding  tables.  According  to  the
       descriptive   analysis   59   days    were        4.3 significance of the coefficient
       represented  by  the  total  loss  times  of      Constant term:
       bunching machine section.                         H0: β0 = 0            H1: β0 ≠ 0
                                                                Since P value = 0.023 <0.05, it can
                                                         be  concluded  that  reject  H0  at  5%  level  of
                                                         significance.  Therefore  the  constant  term
                                                         (β0) is significant.

                                                         Start-up losses:
                                                         H0: β1 = 0            H1: β1 ≠ 0

                                                                Since P value = 0.038<0.05, it can be
                                                         concluded  that  reject  H0  at  5%  level  of
                                                         significance.

                                                         Set-up and adjustment losses:
       Figure 2: Down times in minutes of coiling        H0: β2 = 0            H1: β2≠ 0
                        machines
                                                                Since P value = 0.001<0.05, it can be
              37  days  were  represented  by  the       concluded  that  reject  H0  at  5%  level  of
       coiling machine down time.                        significance.

              Further analysis was done using the        Minor and idling losses:
       multiple regression method via checking all       H0: β2 = 0            H1: β2≠ 0
       the  multiple  regression  assumptions.  Seven           Since P value = 0.000<0.05, it can be
       types of cable production machines used to        concluded  that  reject      H0  at  5%  level  of
       collect the data.
                                                         significance.
       4.2 Hypothesis Testing

                                                            Table 2: Coefficient values of multiple

       H0:  There  is  no  correlation  between                       regression model
       dependent    variable   and    independent
       variables                                          Model                  Coefficient   P
                                                                                              Value
       H1:  There  is  a  correlation  between            Constant               9.967        .023
       dependent    variable   and    independent
       variables                                          Start-up losses        -.009        .038
                                                          Set-up and adjustment
              Table 1: Correlation analysis               losses                 -.045        .001
                                      P value             Minor and idling losses  -.113      .000
                                                          Machine Breakdown
        Start-up losses               0.047               losses                 -.020        .000
        Set-up and adjustment losses   0.043              Shutdown losses        -.005        .722
        Minor and idling losses       0.001
        Machine Breakdown losses      0.000              Machine Breakdown losses:
        Shutdown losses               0.042              H0: β2 = 0            H1: β2≠ 0
                                                                Since P value = 0.000<0.05, it can be
              According to the correlation table all
       the P values <0.05. Hence conclusion of this      concluded  that  reject  H0  at  5%  level  of
       study  is  to  reject  H0  at  5%  level  of      significance



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