Title :
Analog fault diagnosis using decision fusion
Author :
Peng, Minfang ; He, Jianbiao ; Shen, Meie ; Xie, Kai
Author_Institution :
Coll. of Electr. & Inf. Eng, Hunan Univ., Changsha, China
Abstract :
An approach to analog fault diagnosis for circuits with tolerance is presented based on data fusion. The proposed strategy consists of preliminary diagnosis and decision fusion. Preliminary diagnosis is performed separately by using one kind of fault signatures from multiform circuit responses. The preliminary diagnosis results are aggregated using an evidential reasoning algorithm and fault location is accomplished according to the fusion results based on the fusion decision regulation. The experimental results show that the proposed diagnosis approach can produce a more meaningful and accurate diagnosis because of combining the evidences effectively and has the capability to diagnose catastrophic and parametric faults in analog circuits with satisfactory accuracy.
Keywords :
analogue circuits; case-based reasoning; fault location; fault tolerance; sensor fusion; analog circuit; analog fault diagnosis; catastrophic fault diagnosis; data fusion; decision fusion; evidential reasoning algorithm; fault location; fault signatures; fault tolerance; fusion decision regulation; multiform circuit responses; parametric fault diagnosis; parametric faults; preliminary diagnosis; Australia; Computer science; analog circuit; decision fusion; fault diagnosis;
Conference_Titel :
Computer Science & Education (ICCSE), 2012 7th International Conference on
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4673-0241-8
DOI :
10.1109/ICCSE.2012.6295017