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Fault-tolerant ADCS for Small Satellites Using Bayesian Networks
Date
2024-01-01
Author
Yildirim, Cansu
Söken, Halil Ersin
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The Attitude Determination and Control System (ADCS) in satellites uses different modes to estimate and control attitude during various mission phases. This study presents an ADCS design for an Earth-observing small satellite, including different modes with controllers and estimators. Mode transitions are achieved using threshold values and a discrete state Markov Chain model, with Bellman optimization controlling the Markov chain. Additionally, a Fault Detection and Isolation (FDI) algorithm is proposed, utilizing a Bayesian Network (BN) constructed with expert knowledge. A simulation environment is created to evaluate the performance of the algorithms and modes.
URI
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85193818315&origin=inward
https://hdl.handle.net/11511/109951
DOI
https://doi.org/10.1109/aero58975.2024.10521342
Conference Name
2024 IEEE Aerospace Conference, AERO 2024
Collections
Department of Aerospace Engineering, Conference / Seminar
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BibTeX
C. Yildirim and H. E. Söken, “Fault-tolerant ADCS for Small Satellites Using Bayesian Networks,” presented at the 2024 IEEE Aerospace Conference, AERO 2024, Montana, Amerika Birleşik Devletleri, 2024, Accessed: 00, 2024. [Online]. Available: https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85193818315&origin=inward.