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252  Decision Making Applications in Modern Power Systems


            10.4.1 RES allocation by voltage stability criteria
            In this method the critical buses are determined from the ranking of the
            tangent vector calculated in (10.1), where the critical buses are associated
            with the ones with the highest absolute value of tangent vector [12]. The
            ranked candidate buses are given by (10.7).
                                              2
                                           0       3 1
                                                Δθ g

                                                Δλ 7 C
                                           B  6
                                           B  6    7 C
                                           B  6    7 C
                                              6
                                           B    Δθ l 7 C
                                 TV rank 5 rank B  6    7 C           ð10:7Þ
                                           B  6    Δλ 7 C
                                           B  6    7 C
                                           B  6    7 C
                                           @  4    ΔV l 5 A

                                                Δλ
            10.4.2 RES allocation by loss sensitivity criteria
            This method seeks to identify the buses where the RES allocation would
            lead to a greater impact in loss reduction. Deriving (10.6) as a function of λ,
            the sensitivity to losses is obtained in (10.8) [15]. Similarly, the rank of
            buses’ loss sensitivity index leads to the candidate ones where RES place-
            ment would have a greater impact in loss reduction.

                     n1
            dP syst  5  X  dV ik  V jk 1  dV jk  dA        dV ik  V ik 1  dV jk
              dλ         dλ       dλ  V ik A 1 V ik V jk  dλ  2 2G k  dλ  dλ  V jk
                    k51
                                                                      ð10:8Þ
            where

                               A 5 G k cos ðδ ijðÞk Þ 1 cos ðδ jiðÞk Þ  ð10:9Þ

                            dA                dδ iðÞk  dδ jðÞk
                            dλ  5 G k 2 sin ðδ jiðÞk Þ  dλ  2  dλ    ð10:10Þ
               Note that all derivatives are components of the tangent vector.


            10.5 Identification of generators for reactive power dispatch
            using particle swarm optimization

            The proposed method for the identification of dispatchable generators for
            reactive power dispatch uses the tangent vector capacity to effectively
            identify the system critical buses [12]. Given that the tangent vector indicates
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