Proceedings of 2013 International Conference on Information Science and Computer Applications

Application of ID3 Algorithm in the Analysis of Satellite Telemetry Data

Authors
Fan Yu, Qin Yan
Corresponding Author
Fan Yu
Available Online October 2013.
DOI
https://doi.org/10.2991/isca-13.2013.10How to use a DOI?
Keywords
Telemetry data,Correlation analysis,ID3 algorithm,Decision tree
Abstract
In order to deeply exploit the knowledge hidden in the telemetry data and find out the correlation between the data, ID3 algorithm was used in the article to analyze the telemetry data of solar panel substrate. The information gain value of parameter was calculated and the maximum gain value is the split property, the decision tree was constructed based on the split property. The knowledge and the correlation between the property data were discovered; the correlation affected the state of solar panel substrate. These results are necessary for analyzing the satellite on-orbit performance and diagnosing fault. The analysis result shows that ID3 algorithm is suitable for the analysis of satellite telemetry data, and the proposed algorithm improves the quality of telemetry data processing.
Open Access
This is an open access article distributed under the CC BY-NC license.

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Proceedings
2013 International Conference on Information Science and Computer Applications (ISCA 2013)
Part of series
Advances in Intelligent Systems Research
Publication Date
October 2013
ISBN
978-90786-77-85-7
ISSN
1951-6851
DOI
https://doi.org/10.2991/isca-13.2013.10How to use a DOI?
Open Access
This is an open access article distributed under the CC BY-NC license.

Cite this article

TY  - CONF
AU  - Fan Yu
AU  - Qin Yan
PY  - 2013/10
DA  - 2013/10
TI  - Application of ID3 Algorithm in the Analysis of Satellite Telemetry Data
BT  - 2013 International Conference on Information Science and Computer Applications (ISCA 2013)
PB  - Atlantis Press
SN  - 1951-6851
UR  - https://doi.org/10.2991/isca-13.2013.10
DO  - https://doi.org/10.2991/isca-13.2013.10
ID  - Yu2013/10
ER  -