DocumentCode :
2671345
Title :
Hierarchy fault diagnosis based on signed directed graphs model
Author :
Gang, Xie ; Jing, Liu ; Zehua, Chen
Author_Institution :
Coll. of Inf. Eng., Taiyuan Univ. of Technol., Taiyuan, China
fYear :
2012
fDate :
23-25 May 2012
Firstpage :
2270
Lastpage :
2274
Abstract :
The signed directed graph (SDG) has been widely applied in the fault diagnosis. However, the structure of SDG is so complicated especially when it is used to describe a complex system. As a result, this will lead to the problem of combinatorial explosion and has limited SDG to the realistic application. To solve this problem, we present an improved SDG faults diagnosis algorithm in this paper. When the SDG is established, the adjacency matrix will be obtained; then by Warshall algorithm, the reachable matrix is derived. After that, four diagnosis methods for selecting optimal measuring points are developed which avoid inefficient testing in diagnosis process to increase diagnosis efficiency. Finally the hierarchical techniques, constraint propagation, intermediate optimization and the fault backward reasoning of SDG are combined to locate the fault of the system. The methodology is applied to a centrifugal pump and liquid level system for a thermal power plant. The experiment results prove its feasibility and efficiency.
Keywords :
constraint handling; directed graphs; fault diagnosis; inference mechanisms; large-scale systems; level control; matrix algebra; optimisation; pumps; reachability analysis; thermal power stations; SDG model; Warshall algorithm; adjacency matrix; centrifugal pump; combinatorial explosion problem; complex system; constraint propagation; fault backward reasoning; fault location; hierarchy fault diagnosis; inefficient testing avoidance; intermediate optimization; liquid level system; optimal measuring point selection; reachable matrix; signed directed graph model; thermal power plant; Algorithm design and analysis; Circuit faults; Cognition; Educational institutions; Fault diagnosis; Graph theory; Liquids; Fault Diagnosis; Matrix; Optimal Measuring Point; Signed Directed Graph(SDG);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Decision Conference (CCDC), 2012 24th Chinese
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4577-2073-4
Type :
conf
DOI :
10.1109/CCDC.2012.6244364
Filename :
6244364
Link To Document :
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