The INGENIUM research team has developed new maintenance techniques applied to different industrial areas from the last five years. The range of applications is rather wide, for example, such techniques habe been applied to several elements of the New General Hospital of Ciudad Real (Spain), and to the railway system in Europe and Asia. They have applied new prediction methods to robotics, macroeconomics and electric markets, exploiting some modern techniques, as the Unobserved Component models, Kalman filter, Fixed Interval Smoothing altorithms, etc. They have worked in new research topics in areas like logistics, communication between antennas beams and satellites, studies of viability of new high speed train lines, the life cycle cost in different systems, etc