29 November 2023 to 1 December 2023
Lamarr Institut, TU Dortmund University
Europe/Berlin timezone

Time Series Data - Machine Learning For Observatory Sites

1 Dec 2023, 10:10
10m
Joseph-von-Fraunhofer Strasse 25, Floor 3, Room 302 - Lamarr Co-Working Space (Lamarr Institut, TU Dortmund University)

Joseph-von-Fraunhofer Strasse 25, Floor 3, Room 302 - Lamarr Co-Working Space

Lamarr Institut, TU Dortmund University

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Pitch talk Problems and data sources Pitch Talks

Speaker

Dr Ralf Timmermann (Uni Bonn)

Description

The CCAT observatory on Cerro Chajnantor, Chile, will be operated entirely remote - with no crew at site during observations. Hence, we require reliable Predictive Maintenance (Outlier-/Anomaly-Detection) methods on its critical infrastructure to guarantee continuous operations. Moreover, Time Series data is collected from various radiometers at Atacama representing the atmospheric precipitable water vapor. This data - supplemented by data from meteorological services - will be utilized to make 5-day forecasts in order to schedule observations. We would like to learn if any RNN model forecast supersedes that of SARIMA.

Primary author

Dr Ralf Timmermann (Uni Bonn)

Presentation materials