Fakultät Informatik

Robust Detection and Visualization of Jet-stream Core Lines in Atmospheric Flow

 Michael Kern, Tim Hewson*, Filip Sadlo**, Rüdiger Westermann and  Marc Rautenhaus

Department of Informatics, Technische Universität München, Germany

*European Centre for Medium-Range Weather Forecasts, Reading

**Visual Computing Group, Heidelberg University, Heidelberg

Abstract

Jet-streams, their core lines and their role in atmospheric dynamics have been subject to considerable meteorological research since the first half of the twentieth century. Yet, until today no consistent automated feature detection approach has been proposed to identify jet-stream core lines from 3D wind fields. Such 3D core lines can facilitate meteorological analyses previously not possible. Although jet-stream cores can be manually analyzed by meteorologists in 2D as height ridges in the wind speed field, to the best of our knowledge no automated ridge detection approach has been applied to jet-stream core detection. In this work, we –a team of visualization scientists and meteorologists– propose a method that exploits directional information in the wind field to extract core lines in a robust and numerically less involved manner than traditional 3D ridge detection. For the first time, we apply the extracted 3D core lines to meteorological analysis, considering real-world case studies and demonstrating our method’s benefits for weather forecasting and meteorological research.

Associated publications

Robust Detection and Visualization of Jet-stream Core Lines in Atmospheric Flow
F. Kern, T. Hewson, F. Sadlo, R. Westermann and M. Rautenhaus IEEE Transactions on Visualization and Computer Graphics 2018 (Proc. IEEE SciVis 2017) [PDF] [BIBTEX]

 

News

Matthias Niessner, our new Professor from Stanford University, offers a number of interesting topics for  master theses.

 

PhD positions on   Computational Fabrication and 3D Printing and  Photorealistic Rendering for Deep Learning and Online Reconstruction are available at the Computer Graphics & Visualization group.