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104             Renewable Energy Devices and Systems with Simulations in MATLAB  and ANSYS ®
                                                                                ®

                                                  Start

                                           Execute the P&O MPPT
                                             algorithm with large
                                              perturbation step

                                             Execute the golden
                                            section search MPPT
                                                algorithm
                                                               Yes
                                            Execute the InC MPPT
                                                algorithm

                                     No

                                              Deviation from
                                               the MPP, i.e.,
                                                P pv / V pv >ε?




            FIGURE 5.9  A flowchart of a multistage MPPT process, comprising the P&O, golden section search, and
            InC algorithms, based on the procedure proposed in Shao et al. (2014).





                                        output power, P pv  MPP  Q
                                       PV array        Tangent lines






                                                 V min     V max
                                            PV array output voltage, V pv

            FIGURE 5.10  The operating principle of the linear iteration process, using numerical optimization algorithm
            for MPPT, based on the procedure proposed in Xu et al. (2014).




            where V i  is the output voltage of the PV source (i.e., parameter V pv  in Figures 5.1, 5.2, and 5.5b) at
            the ith operating point, ∆V ij = V i − , and ij, = 012.
                                                  , ,
                                       V j
              During the execution of the MPPT process, the output power and voltage of the PV source are
            measured at three operating points (e.g., A, B, and C in Figure 5.11, which is based on the  procedure
            proposed in [48]) and the corresponding parabolic curve is calculated using (5.14). The resulting
            parabolic curve is used to estimate the MPP location (i.e., D in Figure 5.11), which deviates from the
            real MPP of the PV source depicted in Figure 5.11. Similarly, a new  parabolic curve is calculated at
            the next iteration of the algorithm using the three operating points, which produce the highest values
            of power (i.e., B, D, and C in Figure 5.11), resulting in  operation at E, which is closer to the MPP
            than point D. This process is repeated until the power deviation of the MPPs calculated at two suc-
            cessive iterations is less than a predefined level.
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