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Waveform characterization of animal contact, tree contact, and lightning induced faults

Waveform characterization of animal contact, tree contact, and lightning induced faults,10.1109/PES.2010.5590214,Saurabh Kulkarni,Duehee Lee,Alicia J.

Waveform characterization of animal contact, tree contact, and lightning induced faults   (Citations: 3)
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In this paper signal processing tools are used to uncover common and unique characteristics of faults resulting from animal contacts, tree contacts and lightning. For each fault type a large number of voltage and current waveform data sets measured at monitoring stations on distribution systems are analyzed. The characteristics include but are not limited to the presence of impulse-like oscillations, the number of phases involved, the duration of fault event, the phase angle, the time of day, the spectral content in the time-frequency and time-scale domains, the rate of rise of voltage or current, and the arc voltage. An individual characteristic alone is insufficient to provide an estimate of the fault type. However, by combining common and unique characteristics extracted from a fault event, it may be possible to estimate the fault type accurately.
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    • ...Conversely, external events occur mainly due to animal contacts (squirrels, birds, and snakes), tree contacts and vehicle accidents, as well as natural phenomena such as lightning [2]...
    • ...Five of these features have been proposed in [2]...
    • ...identify the causes of power quality disturbances. Five of them have been proposed in [2]...
    • ...An algorithm to compute the arc voltage during the event is developed in [2][5]...
    • ...The arc voltage expression developed in [2][5] is applicable only to single-phase faults...
    • ...Therefore, based on the time proximity of the events, a cross-correlation technique could be used to identify events captured from different PQM [2]...
    • ...The lightning events close to the strike point can be identified from the presence of high frequency oscillations while the lightning-induced events captured far from the strike point can be identified with time cross-correlation [2]...

    V. Barrera Núñezet al. Feature analysis and classification methodology for overhead distribut...

    • ...A finite number of attributes have been used to describe events based on the previous experience described in [1], [2] and [3]...

    Victor A. Barrera Núñezet al. SVM-based classification methodology for overhead distribution fault e...

    • ...Conversely, externally originated events or network faults are due to animal contacts, tree contacts, vehicle accidents or natural phenomena such as lightning [2][3][4] and water/moisture coming into undergrounded cables (flood)...
    • ...A waveform characterization for analyzing animal/tree contact, lightning-induced and cablefailure events as well as a method for classifying them is proposed in [2][3], respectively...
    • ...Disturbances having rectangular RMS shape may correspond to the network faults (e.g., animal/tree contact, cable failure, shovel, and excavators [2][3][4]), that is, singlephase, double-phase, double-phase-to-ground, three-phase, and three-phase-to-ground voltage events...

    Victor Barrera Núñezet al. Feature characterization of power quality events according to their un...

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