Abstract

Abstract. Jet streams are fast three-dimensional coherent air flows that interact with other atmospheric structures such as warm conveyor belts (WCBs) and the tropopause. Individually, these structures have a significant impact on the midlatitude weather evolution, and the impact of their interaction is still a subject of research in the atmospheric sciences. A first step towards a deeper understanding of the meteorological processes is to extract the geometry of jet streams, for which we develop an integration-based feature extraction algorithm. Thus, rather than characterizing jet core line purely as extremal line structure of wind magnitude, our core-line definition includes a regularization to favor jet core lines that align with the wind vector field. Based on the line geometry, proximity-based filtering can automatically detect potential interactions between WCBs and jets, and results of an automatic detection of split and merge events of jets can be visualized in relation to the tropopause. Taking ERA5 reanalysis data as input, we first extract jet stream core lines using an integration-based predictor–corrector approach that admits momentarily weak air streams. Using WCB trajectories and the tropopause geometry as context, we visualize individual cases, showing how WCBs influence the acceleration and displacement of jet streams, and how the tropopause behaves near split and merge locations of jets. Multiple geographical projections, slicing, as well as direct and indirect volume rendering further support the interactive analysis. Using our tool, we obtained a new perspective on the three-dimensional jet movement, which can stimulate follow-up research.

Highlights

  • Meteorologists face the challenge of making sense out of highly complex atmospheric data, which are large, threedimensional, and time dependent, and contain multiple fields

  • Jet streams can interact with the tropopause as well as with outflows of warm conveyor belts (WCBs), which are strongly slantwise and coherently ascending air streams within extratropical cyclones that diverge at the tropopause (Madonna et al, 2014)

  • Because the jet stream is dynamically linked to locations with a strong potential vorticity gradient (Maher et al, 2019; Winters et al, 2020; Koch et al, 2006), we visualize WCBs, Potential vorticity (PV) at 270 hPa, and the jet stream

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Summary

Introduction

Meteorologists face the challenge of making sense out of highly complex atmospheric data, which are large, threedimensional, and time dependent, and contain multiple fields. Bösiger et al.: Integration-based extraction and visualization of jet stream cores events by visualizing the structures in 3-D This requires a robust extraction algorithm emitting long jet stream core lines that are temporally stable and long enough to find split and merge locations. Instead, we extract the jet stream as an instantaneous flow feature from the atmospheric data using a predictor–corrector approach (Banks and Singer, 1994) that follows the flow and corrects the trajectories towards the ridge lines of the wind magnitude field. This way, we can balance between two constraints: maximizing the wind speed and aligning with the flow direction.

Meteorological concepts
Potential vorticity
Tropopause
Jet streams
Integration-based jet stream extraction
Feature extraction
Initial seed points
Prediction
Correction
Termination
Split and merge detection
Pruning
Temporal tracking
Comparison with local method
Performance and parameter study
Interactive visualization system
Overview
Jet stream core line
Combining Eulerian and Lagrangian features
Visual mapping
Viewing projections
User interaction
Applications
Jet acceleration
Jets at the tropopause
Jet displacement
Jet split and merge
Findings
Conclusions
Full Text
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