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To improve accuracy and efficiency of multi-fault recognition and localization for large-scale system such as satellite.
First, fault propagations of a system are modeled by a digraph, which composes of nodes and arcs. Each arc is associated with information about propagation probability and propagation strength. Then, based on consistency-based theory and semantic theory of abstractions, hierarchical diagnosis model of a system is built. Finally, according to a two-way hierarchical diagnosis strategy, two incorporated algorithms are adopted which are the Lagrangian relaxation algorithm and the “method of propagation strength”.
Hierarchical model can greatly improve efficiency of diagnosis compared with un-hierarchical one. The combined qualitative and quantitative knowledge can improve fault resolution.
The propagation probability and propagation strength must been known.
The method shows its superiority when it is applied to complex system such as spacecraft.
A novel hierarchical framework for large-scale system multi-fault diagnosis, which include some new ideas and algorithm is put forward.
Hierarchical model-based diagnosis applied to spacecraft
Aircraft Engineering and Aerospace Technology ; 77 , 4 ; 302-306
2005-08-01
5 pages
Article (Journal)
Electronic Resource
English
Hierarchical model-based diagnosis applied to spacecraft
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