Page 12 - IJOCTA-15-3
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A. Kaveh, M. Vahedi, M. Gandomkar / IJOCTA, Vol.15, No.3, pp.379-395 (2025)
                By solving Equations (2.1)–(11), three fixed      Which always holds for σ > 2. Therefore, the
            points are obtained. We derive these equilibrium  eigenvalues would be:
            points and discuss their local behavior.

            2.2. Bifurcation and chaos in the                                  2   2σ(σ+1)               (16)
                 brushless direct current system                             ω =    σ−2   > 0
            Hopf bifurcation occurs when the correspond-
                                                                  Therefore, the eigenvalues will be as follows:
            ing Jacobian matrix has a pair of pure imag-
            inary poles and other eigenvalues of the real
            part are non-zero.   Here, for the BLDC sys-                                  r
            tem, the Hopf bifurcation and its chaotic be-        λ 1 = −(σ + 2),  λ 2,3 = ±j  2σ(σ + 1)  (17)
            havior under no-load condition ( u    = u q =                                      σ − 2
                                               d
             T L = 0 ) are investigated.
            g                                By examining
            Equations (2.1)–Equation (11), it is clear that       Therefore, γ = γ h corresponds to a Hopf bi-
            E 1 = (0, 0, 0) is the first equilibrium point.   furcation point of the system and for values close
            And with γ > 1, two other nontrivial equilib-     to γ ̸=   γ h , the equilibria are surrounded by
                                      √
                                               √
            ria are E 2 = ( γ −1,       γ−1,     γ−1) and     the limit cycle, and for γ > γ h , all three equi-
                               √
                                         √
            E 3 = ( γ −1, −     γ−1, − γ−1). A simple         libria would be unstable. System (8) does not
            analysis shows that if 0 < γ < 1, the original    change under (x, y, z) ⇔ (x, −y, −z); thus, it can
            equilibrium point is stable, and it loses its stabil-  be said that it is symmetric regarding the y and z
                                                                                                    ∂
                                                                                 ∂
                                                                                          ∂



            ity for γ = 1 and creates two unreal equilibrium  axes, and if ∇V =  ∂x  dx  +  ∂y  dx  +  ∂z  dx  =
                                                                                              dt
                                                                                    dt
                                                                                                        dt
            points that are initially stable. By linearizing the  −(σ + 2) < 0, this system is convergent.
            system, we obtain the Jacobian matrix to discuss      As mentioned before, if γ ≤ 1, E 1 = (0, 0, 0)
            the local behavior of its equilibrium points. The  is the only equilibrium point. When the system
            Jacobian matrix of the system is as follows  26 :  parameters change, we might expect BLDC to
                                                              demonstrate stable, limited cycle, and chaotic be-
                                              
                             −1    x 3    x 2                 haviors.
                       J = −x 3 −1 −x 1 + γ           (12)       As can be seen in Figure 2, i d = x 2 is sta-
                                                                                              f
                           
                              0    σ      −σ                  ble for γ with initial values, but as γ increases,
                                                              it tends toward chaos and instability. Because
            which has eigenvalues obtained by the roots of the
                                                              it varies a little around the original equilibrium
            following equation:
                                                              point, but with increasing γ it goes toward chaos
                                                              (irregular oscillations) and then instability. The
                            3
                                        2
                D(λ) = λ + (2 + σ)λ + (σ + γ)λ
                                                       (13)   same thing applies to the variables i q = x 1 and
                                                                                                 f
                                +2σ(γ − 1) = 0
                                                              e ω = x 3 . In other words, it can be said that the
                When checked at non-origin equilibrium        parameter γ has a completely influential parame-
            points (nontrivial equilibria), Since the two non-  ter in the system’s stability, instability, and chaos.
            trivial equilibria are symmetric, their stability
            must be the same. For the bifurcation of two non-
            trivial equilibria, that is, the parameter values for
            which λ = 0 or λ = jω, is the solution of Equation
            (13). With λ = 0, we have γ = 1, which results in
            the bifurcation that was discussed. With λ = jω
            and setting the real and imaginary parts equal to
            each other, we have the following:
                    (
                         3
                      −ω + (σ + γ)ω = 0
                                                       (14)
                                2
                      −(2 + σ)ω + 2σ(γ − 1) = 0
                    2
            where ω =    2σ(γ−1)  = σ+γ. By sorting the value
                          2+σ
            of γ at which Hopf bifurcation occurs is obtained.
                  2
            For ω > 0, at this value of γ, that is:
                                    σ(σ+4)                    Figure 2. Bifurcation by changing γ and σ = 5.4
                              γ h =                    (15)
                                     σ−2
                                                           384
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