This project focuses on identifying incipient faults in power systems through detailed waveform analysis. Incipient faults are low magnitude, developing anomalies that may precede permanent faults. Early identification can significantly improve system reliability and reduce maintenance costs. The project aims to investigate state-of-the-art methods waveforms for detecting such conditions, and propose an improved detection technique, and validate its effectiveness through simulations.