In this paper a scheme for sensor fault diagnosis in chemical batch reactors is proposed. The scheme is based on a bank of two observers aimed at generating a set of residuals sensitive to faults occurrence. The observers are designed via a H∞ approach, so as to guarantee faults detection and isolation even in the presence of external disturbances and modeling errors. The heat released by the reaction is estimated via an universal approximator, based on radial basis functions, whose weights are adjusted on-line. Finally, the estimates provided by the observers and the sensor measures are processed to provide information about the faulty sensor as well as an healthy measure. In order to test the effectiveness of the proposed approach, a simulation case study is developed. © 2008 Elsevier Ltd. All rights reserved.
Observer-based sensor fault detection and isolation for chemical batch reactors / Pierri, F.; Paviglianiti, G.; Caccavale, F.; Mattei, M.. - In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. - ISSN 0952-1976. - 21:8(2008), pp. 1204-1216. [10.1016/j.engappai.2008.02.002]
Observer-based sensor fault detection and isolation for chemical batch reactors
Mattei M.
2008
Abstract
In this paper a scheme for sensor fault diagnosis in chemical batch reactors is proposed. The scheme is based on a bank of two observers aimed at generating a set of residuals sensitive to faults occurrence. The observers are designed via a H∞ approach, so as to guarantee faults detection and isolation even in the presence of external disturbances and modeling errors. The heat released by the reaction is estimated via an universal approximator, based on radial basis functions, whose weights are adjusted on-line. Finally, the estimates provided by the observers and the sensor measures are processed to provide information about the faulty sensor as well as an healthy measure. In order to test the effectiveness of the proposed approach, a simulation case study is developed. © 2008 Elsevier Ltd. All rights reserved.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.