In this document, we outline a fault prediction solution, which builds on the foundations of substation digitalization, artificial intelligence (AI) and machine learning to detect emerging faults. The ability to predict impending faults can deliver a significant improvement in safety and reliability of electric power systems. For the first time, it systematically combs through the main fault diagnosis objectives and corresponding fault. Faults in power systems pose difficulties, highlighting the vital importance of fault identification and diagnosis.