Anomaly detection and fault diagnosis technology of spacecraft based on telemetry-mining

ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics

Volumn , Issue , 2010, Pages 233-236

  Li, Quan ^a   Zhou, XingShe ^a   Lin, Peng ^b   Li, Shaomin ^b  

^a NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

^b XI AN SATELLITE CONTROL CENTER   (China)

Author keywords

Anomaly detection; Data mining; Expert system; Fault diagnosis

Indexed keywords

ADVANCED SYSTEMS; ANOMALY DETECTION; CONVENTIONAL APPROACH; DATA MINING APPLICATIONS; DATA MINING TECHNOLOGY; DATA-DRIVEN APPLICATIONS; FAULT DIAGNOSIS; FAULT DIAGNOSIS TECHNOLOGY; TELEMETRY DATA;

AERODYNAMICS; EXPERT SYSTEMS; FAULT DETECTION; QUALITY ASSURANCE; RELIABILITY; SPACE FLIGHT; SPACECRAFT; TELEMETERING EQUIPMENT;

DATA MINING;

EID: 79952181255     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISSCAA.2010.5633180     Document Type: Conference Paper

References (10)

1. Faloutsos, C., Ranganathan, M., Manolopoulos, Y.: Fast subsequence matching in time-series databases. Proc. ACM SIGMOD (1994) 419-429
2. Keogh, E., Lonardi, S., Chiu, W.: Finding surprising patterns in a time series database in linear time and space. Proc. of KDD (2002) 550-556
3. Das, G., Lin, K., Mannila, H., Renganathan, G., Smyth, P.: Rule discovery for time series. Proc. of KDD (1998) 16-22
4. David Iverson, Data Mining Applications for Space Mission Operations System Health Monitoring, IEEE Aerospace Conference (2008) 1-8
5. Joseph C. Giarratano, Gray D. Riley etc, Expert System Principles and Programming, 4th Edition, 2006
6. K. Yamanishi and Y. Maruyama. Dynamic syslog mining for network failure monitoring. In Proc. of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) (2005) 499-508 (Pubitemid 43224043)
7. Wendy Foslien and Valerie Guralnik, Data Mining For Space Applications, Eighth International Conference on Space Operations, May 2004
8. Takehisa Yairi, Shiro Ogasawara, Koichi Horizontal etc, Summarization of Spacecraft Telemetry Data by Extracting Significant Temporal Pattern, PAKDD-2004
9. Lance Self , Use of Data Mining on Satellite Data Bases for Knowledge Extraction, Proceedings of the 13th International Florida Artificial Intelligence Research Society Conference (2000) 149-152
10. Takehisa Yairi, Yoshinobu Kawahara etc, Telemetry-Mining: A Machine Learning Approach to Anomaly Detection and Fault Diagnosis for Space System, Second IEEE International Conference on Space Mission Challenges for Information Technologies (2006) 476-484