I. Introduction
Promising changes are occurring in power system protection. Numerous studies that apply Traveling Wave (TW) - based methods to distribution systems will make ultra- fast protection a reality at the distribution level [1]. These approaches are usually based on Machine Learning/Deep Learning methods due to the complexity of the task: the TW propagation in distribution systems is heavily affected by the propagation path characteristics, such as line lengths and elements present in the system [2].