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2. PV System Under Nonshading Conditions     133




                              NB    NM    NS  ZE      PS   PM    PB
                                                                     Error, E
                                                                      MFs



                               NB    NM   NS  ZE      PS   PM     PB
                                                                    Change of
                                                                     Error,
                                                                      MFs



                              NB    NM    NS  ZE      PS   PM    PB
                                                                    Change in
                                                                    Duty Ratio
                                                                      MFs


                  FIGURE 4.15
                  A fuzzy system with 1 inputs, 1 output, and 7 MFs each.


                  membership function is sometimes made less symmetric to give more importance to
                  specific fuzzy levels, or it can be symmetric as shown in reference [40]. The inputs to
                  an MPPT FLC are usually an error E and DE. Once E and DE calculated and con-
                  verted to the linguistic variables based on membership functions shown in Fig. 4.15,
                  the FLC output, which is typically a change in duty ratio, DD of the power converter,
                  can be looked up in a rule base Table 4.2. FLC membership functions for both inputs
                  and output variables can be used as a triangle-shaped function, which is the easiest
                  way to be implemented on the hardware digital control system. The linguistic



                  Table 4.2 Rules for an FLC System With Two Inputs and One Output With
                  Seven-Membership Functions in PV Applications

                   E        DE
                            NB       NM      NS      ZE      PS       PM      PB
                   NB       NB       NB      NB      NB      NM       NS      ZE
                   NM       NB       NB      NB      NM      NS       ZE      PS
                   NS       NB       NB      NM      NS      ZE       PS      PM
                   ZE       NB       NM      NS      ZE      PS       PM      PB
                   PS       NM       NS      ZE      PS      PM       PB      PB
                   PM       NS       ZE      PS      PM      PB       PB      PB
                   PB       ZE       PS      PM      PB      PB       PB      PB
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