For scheduling track maintenance, infrastructure managers perform inspections to assess the condition. When irregularities are higher than threshold limits, a has defect that should be corrected avoid future failures or traffic disruption. Scheduling maintenance actions contribute reliability and availability but demand prediction of evolution degradation. In recent years, several degradation m...