Title :
Application of selected classification schemes for fault diagnosis of actuator systems
Author :
Kalisch, Mateusz ; Przystalka, Piotr ; Timofiejczuk, Anna
Author_Institution :
Inst. of Fundamentals of Machinery Design, Silesian Univ. of Technol., Gliwice, Poland
Abstract :
The paper presents the application of various classification schemes for actuator fault diagnosis in industrial systems. The main objective of this study is to compare either single or meta-classification strategies that can be successfully used as reasoning means in off-line as well as on-line diagnostic expert systems. The applied research was conducted on the assumption that only classic and well-practised classification methods would be adopted. The comparison study was carried out within the DAMADICS benchmark problem which provides a popular framework for confronting different approaches in the development of fault diagnosis systems.
Keywords :
actuators; control engineering computing; diagnostic expert systems; fault diagnosis; manufacturing systems; pattern classification; production engineering computing; DAMADICS benchmark problem; actuator fault diagnosis systems; classification schemes; industrial systems; meta-classification strategies; off-line diagnostic expert systems; on-line diagnostic expert systems; reasoning means; Actuators; Benchmark testing; Computational modeling; Decision trees; Fault detection; Fault diagnosis; Valves;
Conference_Titel :
Computer Science and Information Systems (FedCSIS), 2014 Federated Conference on
Conference_Location :
Warsaw
