Glyph-Based Uncertainty Visualization and Analysis of Time-Varying Vector Fields

Uncertainty is inherent to most data, including vector field data, yet it is often omitted in visualizations and representations. Effective uncertainty visualization can enhance the understanding and interpretability of vector field data. For instance, in the context of severe weather events such as hurricanes and wildfires, effective uncertainty visualization can provide crucial insights about fire spread or hurricane behavior and aid in resource management and risk mitigation. Glyphs are commonly used for representing vector uncertainty but are often limited to 2D. In this work, we present a glyph-based technique for accurately representing 3D vector uncertainty and a comprehensive framework for visualization, exploration, and analysis using our new glyphs. We employ hurricane and wildfire examples to demonstrate the efficacy of our glyph design and visualization tool in conveying vector field uncertainty.

Authors

Institutions

Publication Details

Published
2024-10-14
DOI
https://doi.org/10.1109/uncertaintyvisualization63963.2024.00014
Citations
2
Primary Topic
Simulation Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.98

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Glyph-Based Uncertainty Visualization and Analysis of Time-Varying Vector Fields

Timbwaoga A. J. Ouermi, Chris R. Johnson, Jixian Li, Zachary Morrow et al.
2 citations
Simulation Techniques and Applications
0.98
article

Glyph-Based Uncertainty Visualization and Analysis of Time-Varying Vector Fields

Timbwaoga A. J. Ouermi, Chris R. Johnson, Jixian Li, Zachary Morrow, Bart van Bloemen Waanders
article en
2 citations

Abstract

Uncertainty is inherent to most data, including vector field data, yet it is often omitted in visualizations and representations. Effective uncertainty visualization can enhance the understanding and interpretability of vector field data. For instance, in the context of severe weather events such as hurricanes and wildfires, effective uncertainty visualization can provide crucial insights about fire spread or hurricane behavior and aid in resource management and risk mitigation. Glyphs are commonly used for representing vector uncertainty but are often limited to 2D. In this work, we present a glyph-based technique for accurately representing 3D vector uncertainty and a comprehensive framework for visualization, exploration, and analysis using our new glyphs. We employ hurricane and wildfire examples to demonstrate the efficacy of our glyph design and visualization tool in conveying vector field uncertainty.

University of Utah (US), Sandia National Laboratories (US)
U.S. Department of Energy
Climate action
Openalex Percentile: Top 20%
Simulation Techniques and Applications
0.98
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.