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286  Decision Making Applications in Modern Power Systems


               Taking in the consideration that m is the smallest integer that is larger
            than α, the fractional derivative is calculated based on Caputo definition as
            follows [25]:

                           8   m
                              d
                           >
                           >                       α 5 m
                           >   m
                              dt
                           >
                           <
                     α
                  a D f χ ðtÞ 5  1    ð  t  m                        ð11:15Þ
                     t
                           >              D f χ tðÞ
                           >                       m 2 1!α!m
                           >                 α2m11
                               ð
                              Γ m 2 αÞ
                           >
                           :           a t2τð  Þ
               where
                                        ð N
                              Γ m 2 αÞ 5   t m2α21 Uexp 2tÞdt        ð11:16Þ
                               ð
                                                     ð
                                         0
               To transform the computation from the time domain to the frequency
            domain, the Laplace transformation is used. In the fractional calculus the
            Laplace transform is given by the following equation [25]:
                                                m21
                                α    	   α      X   α2k21
                            ‘  a D f χ ðtÞ 5 s FðsÞ 2  s  fð0Þ       ð11:17Þ
                                t
                                                k50
               To implement and simulate the fractional-order calculus, the Laplace
            operator of the fractional order is approximated with integer-order transfer
            functions. The most known method to approximate fractional order to integer
            order is Oustaloup’s method [8,9,25].
            11.5.2 Load-frequency control and automatic generation control
            based on fractional calculus
            Frequency control in power system consists of three subcontrol levels: (1)
            PFC that tries to stop the frequency decline before triggering the under fre-
            quency load shedding, (2) secondary frequency control known also as LFC,
            which aims to mitigate the frequency deviation through a suitable controller,
            and (3) tertiary frequency control, which aims to redispatch the generation
            units in order to achieve the most economic operation of the system [25].
               In this section, we provide an overview of LFC in the deregulated power
            system modeling, which is given in Section 11.5.2.1, while a procedure of
            LFC controller design based on the fractional calculus is introduced in
            Section 11.5.2.2.

            11.5.2.1 Load-frequency control under the deregulation
            environment
            The power system face is changing by its transition from vertically integra-
            tion utility (VIU) structure to deregulated one. In the first structure, that is,
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