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A Novel Approach for Ground Fault Detection



                                                                       considered non stationary, temporally varying, and
                                       Acquisition
                                                                       of various burst duration. Even though the current
                                                                       signals do resemble the third harmonic component
                                                                       of the current, other harmonic components as well
                                      Data Filtering                   as non-harmonic components can play a vital role
                                                                       in the high impedance ground fault detection. One
                                                                       challenge is to develop a data model that acknowl-
                                                                       edges that high impedance ground faults could take
                      2nd Order                          Neural
                      Statistical       Wavelet         Network        place at any time within the observation window of
                                                                       the current signal and could be delayed randomly
                                                                       and attenuated substantially depending on the
                                                                       fault location away from the measuring station. The
                                                                       exemplary model is motivated by previous research,
                                      Decision Logic                   actual experimental observations in the laboratory,
                                                                       and what traditionally represents an accurate depic-
                                                                       tion of a non stationary signal with time dependent
                                            Detection Decision         spectrum.
               Figure 2. Composite high impedance ground fault detection system.  The high impedance ground fault detection problem
                                                                       addressed in this paper is formulated as such:
                Signal Model
                                                                        Hypothesis H0 : r(t) = s(t) + n(t)
                                                                        (1)
                The high impedance ground fault detection algorithms
                reported in this paper are based on using current sig-  Hypothesis H1 : r(t) = s(t) + n(t) + f(t)
                natures in all of the 3-phases and/or ground which are
                                                                       (2)










































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