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176  Decision Making Applications in Modern Power Systems



              TABLE 6.4 Comparison of classification accuracy of power quality events
              by different techniques.
              Sl. no.                     Classification accuracy (%)
              Power quality   EMD HT ANN      EMD HT PNN     EMD HT SVC
              events
              S1              63              78             100
              S2              60              72             94.4
              S3              56              73             88.8
              S4              66              76             94.4
              S5              63              73             94.4

              S6              59              78             88.8
              S7              74              82             100
              Overall efficiency  63%         76%            94%
              EMD, Empirical mode decomposition; HT, Hilbert transform; PNN, probabilistic neural network.



                   TABLE 6.5 Comparison scheme.

                   Sl. no.   Scheme               Classification accuracy
                                                  of PQ events (%)

                   l         [14]                 93
                   2         [19]                 90
                   3         [20]                 89
                   4         [21]                 90
                   5         [22]                 93

                   6         Proposed one         94.4
                             (with EMD HT SVC)
                   EMD, Empirical mode decomposition; HT, Hilbert transform; PQ, power quality.



            6.3.8  Conclusion
            The first part of the chapter focuses on the efficient tracking estimation of
            PQ disturbances by using adaptive filters, and the second part discusses a
            novel approach for the detection of PQ events. It was concluded from the
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