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

Quan Li; Xing She Zhou; Peng Lin; Shaomin Li

doi:10.1109/ISSCAA.2010.5633180

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

Quan Li, Xing She Zhou, Peng Lin, Shaomin Li

School of Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

24 Scopus citations

Abstract

Recent developments in data mining technologies make it possible to use the massive archived spacecraft telemetry data to produce the advanced system health monitoring applications for anomaly detection (AD) and fault Diagnosis (FD). These data driven applications can obtain the knowledge or model from spacecraft telemetry data automatically or semi-automatically. In this paper, we first introduce the conventional approaches for AD/FD such as limit-check, expert system and so on, and then describe the characteristics of the spacecraft telemetry data which should be considered in the actual data mining applications. Finally we propose some feasible approaches using data mining technology for spacecraft AD/FD.

Original language	English
Title of host publication	ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics
Pages	233-236
Number of pages	4
DOIs	https://doi.org/10.1109/ISSCAA.2010.5633180
State	Published - 2010
Event	3rd International Symposium on Systems and Control in Aeronautics and Astronautics, ISSCAA2010 - Harbin, China Duration: 8 Jun 2010 → 10 Jun 2010

Publication series

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

Conference

Conference	3rd International Symposium on Systems and Control in Aeronautics and Astronautics, ISSCAA2010
Country/Territory	China
City	Harbin
Period	8/06/10 → 10/06/10

Keywords

Anomaly detection
Data mining
Expert system
Fault diagnosis

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10.1109/ISSCAA.2010.5633180

Cite this

Li, Q., Zhou, X. S., Lin, P., & Li, S. (2010). Anomaly detection and fault diagnosis technology of spacecraft based on telemetry-mining. In ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics (pp. 233-236). Article 5633180 (ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics). https://doi.org/10.1109/ISSCAA.2010.5633180

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title = "Anomaly detection and fault diagnosis technology of spacecraft based on telemetry-mining",

abstract = "Recent developments in data mining technologies make it possible to use the massive archived spacecraft telemetry data to produce the advanced system health monitoring applications for anomaly detection (AD) and fault Diagnosis (FD). These data driven applications can obtain the knowledge or model from spacecraft telemetry data automatically or semi-automatically. In this paper, we first introduce the conventional approaches for AD/FD such as limit-check, expert system and so on, and then describe the characteristics of the spacecraft telemetry data which should be considered in the actual data mining applications. Finally we propose some feasible approaches using data mining technology for spacecraft AD/FD.",

keywords = "Anomaly detection, Data mining, Expert system, Fault diagnosis",

author = "Quan Li and Zhou, {Xing She} and Peng Lin and Shaomin Li",

year = "2010",

doi = "10.1109/ISSCAA.2010.5633180",

language = "英语",

isbn = "9781424460441",

series = "ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics",

pages = "233--236",

booktitle = "ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics",

note = "3rd International Symposium on Systems and Control in Aeronautics and Astronautics, ISSCAA2010 ; Conference date: 08-06-2010 Through 10-06-2010",

}

Li, Q, Zhou, XS, Lin, P & Li, S 2010, Anomaly detection and fault diagnosis technology of spacecraft based on telemetry-mining. in ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics., 5633180, ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics, pp. 233-236, 3rd International Symposium on Systems and Control in Aeronautics and Astronautics, ISSCAA2010, Harbin, China, 8/06/10. https://doi.org/10.1109/ISSCAA.2010.5633180

Anomaly detection and fault diagnosis technology of spacecraft based on telemetry-mining. / Li, Quan; Zhou, Xing She; Lin, Peng et al.
ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics. 2010. p. 233-236 5633180 (ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Zhou, Xing She

AU - Lin, Peng

AU - Li, Shaomin

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N2 - Recent developments in data mining technologies make it possible to use the massive archived spacecraft telemetry data to produce the advanced system health monitoring applications for anomaly detection (AD) and fault Diagnosis (FD). These data driven applications can obtain the knowledge or model from spacecraft telemetry data automatically or semi-automatically. In this paper, we first introduce the conventional approaches for AD/FD such as limit-check, expert system and so on, and then describe the characteristics of the spacecraft telemetry data which should be considered in the actual data mining applications. Finally we propose some feasible approaches using data mining technology for spacecraft AD/FD.

AB - Recent developments in data mining technologies make it possible to use the massive archived spacecraft telemetry data to produce the advanced system health monitoring applications for anomaly detection (AD) and fault Diagnosis (FD). These data driven applications can obtain the knowledge or model from spacecraft telemetry data automatically or semi-automatically. In this paper, we first introduce the conventional approaches for AD/FD such as limit-check, expert system and so on, and then describe the characteristics of the spacecraft telemetry data which should be considered in the actual data mining applications. Finally we propose some feasible approaches using data mining technology for spacecraft AD/FD.

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KW - Data mining

KW - Expert system

KW - Fault diagnosis

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Li Q, Zhou XS, Lin P, Li S. Anomaly detection and fault diagnosis technology of spacecraft based on telemetry-mining. In ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics. 2010. p. 233-236. 5633180. (ISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics). doi: 10.1109/ISSCAA.2010.5633180

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

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