Title :
Sequential prognosis of multiple failures for hybrid systems based on dynamic fault isolation and computational intelligence
Author :
Yu, Ming ; Wang, Danwei ; Luo, Ming
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
This work addresses prognosis of multiple failures for hybrid system using a dynamic fault isolation scheme. Multiple incipient faults may happen simultaneously at certain mode in which not all the faults can be detected. Decision making based on only one observation of inconsistency is not reliable under this condition. In order to carry out prognosis, a dynamic fault isolation method is developed in which a waiting time is set to observe all inconsistencies caused by these faults. The prognosis based on dynamic fault isolation is realized by computational intelligence. Simulation results illustrate the effectiveness of the proposed method.
Keywords :
bond graphs; evolutionary computation; fault tolerance; manufacturing systems; computational intelligence; decision making; dynamic fault isolation scheme; failure sequential prognosis; hybrid system; incipient fault; industrial systems; Circuit faults; Degradation; Fault diagnosis; Junctions; Monitoring; Vectors; Vehicle dynamics;
Conference_Titel :
IECON 2011 - 37th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-61284-969-0
DOI :
10.1109/IECON.2011.6119688