This Special Issue focuses on the use of machine learning techniques to improve the performance and protection of electrical networks. It invites authors to submit original research and review articles related to power system fault detection and location. Topics of interest include, but are not limited to, predictive abilities, electricity service quality, and detection and location of failures. Manuscripts can be submitted until the deadline and accepted papers will be published continuously in the journal.