LOIF is proposed as a new sensitivity factor that selects observed transmission lines yielding higher F1-scores in ML-based outage detection than LODF, with stronger results in large test systems.
In: 2025 57th North American Power Symposium (NAPS)
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Replacing a conventional load with energy-matched and scaled data center demand at a contingency-exposed bus in an IEEE 30-bus system increases unserved energy under transmission-constrained contingencies, with disruption-coincident demand amplifying the effect by 34.4%.
citing papers explorer
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Line Outage Impact Factor (LOIF): A New Sensitivity Factor for Enhanced Transmission Observability
LOIF is proposed as a new sensitivity factor that selects observed transmission lines yielding higher F1-scores in ML-based outage detection than LODF, with stronger results in large test systems.
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Evaluating Grid Resilience in the Era of Ever-Increasing Data Centers
Replacing a conventional load with energy-matched and scaled data center demand at a contingency-exposed bus in an IEEE 30-bus system increases unserved energy under transmission-constrained contingencies, with disruption-coincident demand amplifying the effect by 34.4%.