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- W2953265536 abstract "Enhanced Tree Trimming (ETT) is a vegetation management standard consisting in the trimming or removal of trees in proximity of overhead lines. We quantify the effects of this practice, designed to improve the resiliency of the overhead electrical power grid, using two independent methodologies. The first approach is a statistical study of the change of frequency of outage-free locations. The second approach uses an Outage Prediction Model (OPM) as a vulnerability assessment tool to evaluate the change in the number of outages before and after ETT. The OPM is a machine learning based framework that relates weather, soil, vegetation and electric grid characteristics to storm-related power outages. The two methods introduced in this work are compared against a straightforward assessment of the ETT impact on the number of outages. Applying both methods, the occurrence of power outages is studied for varying tree trimming amounts, for 144 storms occurred between 2005 and 2017 in the Northeastern United States. From the statistical approach we find a reduction of the outage-free grid cells during storms between 49% and 65% due to tree trimming. The OPM based analysis suggests that the number of outages during storms are reduced between 16% and 48% after performing ETT." @default.
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- W2953265536 date "2019-10-01" @default.
- W2953265536 modified "2023-09-27" @default.
- W2953265536 title "Assessing the effects of a vegetation management standard on distribution grid outage rates" @default.
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- W2953265536 doi "https://doi.org/10.1016/j.epsr.2019.105909" @default.
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