DocumentCode :
2644357
Title :
Sensor fault detection and isolation for chemical batch reactors
Author :
Paviglianiti, Gaetano ; Pierri, Francesco
Author_Institution :
Dipt. di Informatica, Matematica, Elettronica e Trasporti, Universita degli Studi "Mediterranea" di Reggio Calabria
fYear :
2006
fDate :
4-6 Oct. 2006
Firstpage :
1362
Lastpage :
1367
Abstract :
In this paper a scheme for detection and isolation of sensor faults in chemical batch reactors is proposed. The scheme is based on a bank of two observers for residual generation which guarantees sensor fault detection and isolation in presence of external disturbances and model uncertainties. In the observers a Hog approach is adopted for the design of the gains, while the unknown dynamics of the reactor (i.e., the heat released by the reaction) are estimated by an on-line interpolator based on a radial basis functions (RBF) neural network. Finally, the estimates provided by the observers and the sensor measures are processed by a decision making system (DMS) that provides information about the faulty sensor and an healthy measure. In order to test the effectiveness of the proposed approach, a simulation case study is developed
Keywords :
chemical industry; chemical reactors; decision making; fault location; radial basis function networks; chemical batch reactors; decision making system; on-line interpolator; radial basis functions neural network; residual generation; sensor fault detection; Chemical reactors; Chemical sensors; Diagnostic expert systems; Fault detection; Fault diagnosis; Inductors; Mathematical model; Redundancy; Sensor systems; Temperature sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, 2006 IEEE
Conference_Location :
Munich
Print_ISBN :
0-7803-9797-5
Electronic_ISBN :
0-7803-9797-5
Type :
conf
DOI :
10.1109/CACSD-CCA-ISIC.2006.4776840
Filename :
4776840
Link To Document :
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