Abstract: Based on analysis of catalyst deactivition in industrial ethylbenzene dehydrogenation reactors, an adaptive Kalman filter is applied for estimating the catalyst activity by using the observed temperature values instead of measuring the reactant components. Computer simulation studies have proved that this method is practical and efficient.