Page 574 - Mathematical Techniques of Fractional Order Systems
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548  Mathematical Techniques of Fractional Order Systems


              (A)          Chebyshev         (B)            Circle
                                                2
                                      CGWO     10                    CGWO
                                      CGOA
                                                                     CGOA
               Mean convergence curve  10  GOA  Mean convergence curve  10 0 −2  GOA
                                                                     GWO
                                      GWO
                 0
                                               10

                 −5
               10
                      100  200  300  400             100  200  300  400
                         Iteration number               Iteration number
              (C)         Gauss mouse        (D)           Iterative
                 2
               10                     CGWO                           CGWO
                                      CGOA      0                    CGOA
               Mean convergence curve  10 0 −2  Mean convergence curve  10
                                                                     GWO
                                      GWO
                                                                     GOA
                                      GOA
               10


                      100  200  300  400             100  200  300  400
                         Iteration number               Iteration number
              (E)           Logistic         (F)           Piecewise
                                                2
                                      CGWO     10                    CGWO
                                      CGOA                           CGOA
               Mean convergence curve         Mean convergence curve  10 0 −2
                                      GWO
                                                                     GWO
                 0
               10
                                                                     GOA
                                      GOA
                                               10
               10 −5
                      100  200  300  400             100  200  300  400
                         Iteration number               Iteration number
            FIGURE 18.5 Mean convergence curves of the introduced algorithms for the commensurate
            fractional order PMSM model.


            18.5.2 Incommensurate Fractional Order Permanent Magnet
            Synchronous Motor Model

            In this section the GWO, GOA, CGWO, and CGOA algorithms are tested to
            extract the incommensurate fractional order PMSM model parameters
            depending on the data reported in (Li et al., 2012). Where the PMSM system
            18.2 displays a chaotic behavior when the values of the model parameters σ,
            γ, q 1 , q 2 , and q 3 are 4, 50, 0.99, 1, and 0.98, respectively, and the initial con-
            dition of [i d , i q , ω] is equal to [2.5, 3, 1]. The length of the samples vector is
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