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232  Decision Making Applications in Modern Power Systems


                                     95th percentile      Bus voltage
                                      of bus voltage      uncertainty


                          Upper bound of
                         voltage uncertainty                 Index limit
                  Performance index  (bus voltage)







                              Lower bound of
                            voltage uncertainty


                                          HC U  HC 95  HC L  Amount of DG
            FIGURE 9.3 The concept of uncertainty management in HC analysis.
               HCU: represents the HC value using the upper uncertainty level (Pessimistic).
               HC95: represents the HC value using the 95th percentile of bus voltage (Realistic).
               HCL: represents the HC value using the lower uncertainty level (Optimistic). HC, Hosting
               capacity.




            noticeable underestimation of the HC. Furthermore, it was highlighted that
            the HC is highly dependent on the considered PI and its relevant limit. The
            authors concluded that the transition from a deterministic value to a high-
            percentile of the investigated PI may lead to a considerable enhancement in
            the HC results, without putting unnecessary barriers against additional DG
            integration and investment. Actual measurements were established in multi-
            ple sites in the existing distribution network in Sweden. Five methods for
            HC calculations were examined starting from conventional estimations to the
            use of actual measurements. Fig. 9.4 summarizes the reported results of the
            used methodologies at three different network buses.
               From Fig. 9.4 it can be observed that a remarkable variance noticed in
            the HC levels depends on the methodology used. In addition, it is shown that
            using the actual measurements (method 5) leads to the highest HC levels.
               Furthermore, the authors concluded that using the high percentiles of the
            examined PI results in higher HC levels compared to the conventional 100%
            values of the PI, which is commonly known as the “worst-case” value of the
            PI. Fig. 9.5 presents the impact of using high percentiles of the examined PI
            on the HC achieved levels.
               It can be concluded from Fig. 9.5 that the HC levels achieved by using
            high percentiles (95th and 99th percentiles) are higher than the HC levels
            achieved by using the conservative 100% values of the examined PI.
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