The LD-framework delivers near-perfect DC arc-fault detection in PV systems with 0.9999 accuracy, 0% false trips in nuisance conditions, and adaptation to new hardware using only 0.5-1% labeled data.
Isolation and detection of arc fault noise in a real PV system using current demodulation and autocorrelation coefficients
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A Lightweight, Transferable, and Self-Adaptive Framework for Intelligent DC Arc-Fault Detection in Photovoltaic Systems
The LD-framework delivers near-perfect DC arc-fault detection in PV systems with 0.9999 accuracy, 0% false trips in nuisance conditions, and adaptation to new hardware using only 0.5-1% labeled data.