Title :
Test point optimization for model-based fault diagnosis of satellite aviation system
Author :
Jiang, Peng ; Li, Qingdong ; Jiang, Jiahe ; Ren, Zhang ; Hu, Yu
Author_Institution :
Sci. & Technol. on Aircraft Control Lab., Beihang Univ., Beijing, China
Abstract :
To realize autonomous control of satellite, NASA uses the method of autonomous fault diagnosis. In the fault diagnosis, it is found that the fault diagnosis accuracy and the fault coverage have relation with the choice of test points. In order to solve the optimization problem of test points in the fault diagnosis of satellite aviation system, this paper presents an optimization method of test points. This method constructs correlation matrix firstly based on functional block diagram and signal flow chart of system, then uses the method of decomposing matrix gradually through analyzing fault detection and fault isolation to select the optimal test points. And after considering reliability and cost, it can achieve the purpose of improving fault accuracy and reducing test costs. The fault diagnosis results for a typical satellite aviation components show that the proposed method is effective.
Keywords :
aerospace testing; artificial satellites; cost reduction; fault location; matrix decomposition; optimisation; reliability; signal flow graphs; NASA; autonomous fault diagnosis; autonomous satellite control; correlation matrix; fault accuracy; fault coverage; fault detection; fault isolation; functional block diagram; matrix decomposition; model-based fault diagnosis; reliability; satellite aviation system; signal flow chart; test cost reduction; test point optimization method; Accuracy; Aerospace control; Artificial intelligence; Educational institutions; Fault diagnosis; Matrix decomposition; Satellites; autonomous control; model-based fault diagnosis; reliability and cost; test point optimization;
Conference_Titel :
Electrical and Control Engineering (ICECE), 2011 International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4244-8162-0
DOI :
10.1109/ICECENG.2011.6057776