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Titel Using Markov switching models to infer dry and rainy periods from telecommunication microwave link signals
VerfasserIn Z. Wang, M. Schleiss, J. Jaffrain, A. Berne, J. Rieckermann
Medientyp Artikel
Sprache Englisch
ISSN 1867-1381
Digitales Dokument URL
Erschienen In: Atmospheric Measurement Techniques ; 5, no. 7 ; Nr. 5, no. 7 (2012-07-31), S.1847-1859
Datensatznummer 250003020
Publikation (Nr.) Volltext-Dokument vorhandencopernicus.org/amt-5-1847-2012.pdf
 
Zusammenfassung
A Markov switching algorithm is introduced to classify attenuation measurements from telecommunication microwave links into dry and rainy periods. It is based on a simple state-space model and has the advantage of not relying on empirically estimated threshold parameters. The algorithm is applied to data collected using a new and original experimental set-up in the vicinity of Zürich, Switzerland. The false dry and false rain detection rates of the algorithm are evaluated and compared to 3 other algorithms from the literature. The results show that, on average, the Markov switching model outperforms the other algorithms. It is also shown that the classification performance can be further improved if redundant information from multiple channels is used.
 
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