Page 65 - Proceeding The 2nd International Seminar of Science and Technology : Accelerating Sustainable Innovation Towards Society 5.0
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nd
                                 The 2  International Seminar of Science and Technology
                                   “Accelerating Sustainable innovation towards Society 5.0”
                                                       ISST 2022 FST UT 2022
                                                          Universitas Terbuka
              2       0.4640712           49                0.15
              3       0.4389218           73                0.33
              4       0.3809439          179                1.18
              5       0.3595105          127                1.10
              6       0.3753652          121                1.16
              7       0.3459356          177                2.04
              8       0.3346046          179                2.28

          Based on Table. 1, we can see that optimal cluster formed with use
          FCM algorithm that is in cluster 2 with highest MPC value as big as
          0.5552903 with amount iteration as much as 35 and time computing
          0.11 seconds.
          3.1.2   Grouping with Fuzzy Possibilistic C-Means (FPCM)
                        Table 2. The results of grouping with FP CM.
           Cluster     MPC            Number of          Computing
                                      Iterations            Time
              2      0.4640706          33                 0.11
              3      0.4388908          43                 0.22
              4      0.3808963          119                0.86
              5      0.3595786          74                 0.64
              6      0.3754238          66                 0.70
              7      0.3460403          112                1.33
              8      0.3344400          150                2.12
          In Table. 2, we can conclude that Cluster 2 is optimal cluster formed
          for FPCM method. This thing seen from highest MPC value that is as
          big  as  0.5552900  with  amount  iteration  as  much  as  21  and  time
          computing 0.07 seconds.
          3.1.3  Grouping with Possibilistic Fuzzy C-Means (PFCM)
                         Table 3. The results of grouping with PFCM.
           Cluster    MPC           Number of         Computing Time
                                     Iterations
             2      0.4608578           49                 0.17
             3      0.4301043           70                 0.45
             4      0.3719067          210                 1.38


          44                           ISST 2022 – FST Universitas Terbuka, Indonesia
                    International Seminar of Science and Technology “Accelerating Sustainable
                                                         Towards Society 5.0
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