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FELINES is a predictive lightning protection system that detects Preliminary Breakdown Pulses (PBP) to forecast dangerous Return Strokes (RS) affecting electrical infrastructures. Combining electromagnetic modeling, and machine learning enables the preventive disconnection of vulnerable power and renewable energy systems before damage occurs.