“…It is worth mentioning that it is the first time the proposed technique is applied on a painted axle, whereas other non-destructive techniques are currently being developed to avoid the issue of wheelset dismounting and paint removing [41,42]. Thus, the main novelty of this research is the application of technique for defect detection on solid railway axle.…”