The supervision and monitoring systems have a major role to the security of an industrial plant and the availability of its equipments. Forewarn the operator earliest about the deviations of the process nominal behaviour is fundamental to carry out preventive and corrective actions. Some kind of industrial plants like the chemical process and batch systems set significant complexities to the monitoring and supervision systems because of their hybrid nature (discrete and continuous interactions), the number of active variables and the complexity of theirs behaviour relations. This complexity becomes more pronounced in systems characterized by numerous operating mode changes leading to a numerous transitory phases.The monitoring of these tran...