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Prediction Interval on Spacecraft Telemetry Data Based on Modified Block Bootstrap Method

Authors :
Chen Lu
Jiahui Luan
Jian Tang
Source :
Artificial Intelligence and Computational Intelligence ISBN: 9783642165269, AICI (2)
Publication Year :
2010
Publisher :
Springer Berlin Heidelberg, 2010.

Abstract

In spacecraft telemetry data prediction field, unknown residual distribution and great volatility of predicted value have hampered traditional prediction interval methods to follow forecast trend and give high-precision intervals. Hence, modified Block Bootstrap prediction interval Method is proposed in this paper. Contrast to traditional method, this method can enhance accuracy of non-stationary time series data prediction interval for its data sampling frequency can be adjusted by data character. In the end, an example is given to show the validity and practicality of this method.

Details

ISBN :
978-3-642-16526-9
ISBNs :
9783642165269
Database :
OpenAIRE
Journal :
Artificial Intelligence and Computational Intelligence ISBN: 9783642165269, AICI (2)
Accession number :
edsair.doi...........59d86ff081f8792e34b0986d8be4a593
Full Text :
https://doi.org/10.1007/978-3-642-16527-6_6