Abstract
In this paper, a new method for fault diagnosability research based on information geometry is proposed. The problem of the diagnosability evaluation of dynamic system faults is transformed into a distance calculation problem on a manifold. The Fisher information distance is used to realize a quantitative judgment of diagnosability, and a quantitative evaluation index of the fault diagnosability of a satellite attitude determination system is designed. This includes a fault detectability index and a fault isolability index. The validity and superiority of the new indexes are verified through a mathematical simulation. In addition, the fault information is visually presented by the geodesics of the fault manifold, and the properties and behavior of the fault are mined and analyzed on the fault information manifold, which lays a foundation for further exploration of fault information through geometric methods.
Funder
The National Natural Science Foundation of China
The Fundamental Research Funds for the Central Universities
Subject
Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science
Reference38 articles.
1. Fault detection and diagnosis in a spacecraft attitude determination system;Pirmoradi;Acta Astronaut.,2009
2. A residual based adaptive unscented Kalman filter for fault recovery in attitude determination system of microsatellites;Le;Acta Astronaut.,2014
3. Jiang, W., Jiang, B., Liao, H., Cheng, Y., and Ye, Z. (2019). Fault Detection and Location of Actuator System in Satellite Based on ILLE and SVM. Aerosp. Control, 18–24.
4. Practical framework of Gini index in the application of machinery fault feature extraction;Miao;Mech. Syst. Signal Process.,2022
5. Feature Mode Decomposition: New Decomposition Theory for Rotating Machinery Fault Diagnosis;Miao;IEEE Trans. Ind. Electron.,2022
Cited by
5 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献