Structural Health Monitoring (SHM) is a discipline born during the last decades of the 20th century with the aim of implementing damage detection strategies in many engineering fields. These processes rely on structural observations that can be carried out through periodical dynamic response measurements coming from sensors installed on the structures. Datasets regarding a broad range of the lifetime of the structure are often required in order to implement efficient monitoring systems. Furthermore, analyses on the data should be fine evaluated in order to integrate and discern from the periodic or continuous measurements the noise (environmental) ones that may otherwise affect the results in a strong way.