Immersive Visualization of The Multifaceted Uncertainties of Hurricane Prediction Ensembles

Le Liu, Lei Wang, Jayandra Raj Shrestha, Kaixing Zhao, Yanning Zhang

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Visualizations play a crucial role in interpreting hurricane forecasts and facilitating emergency decision-making. However, existing technologies have limitations in effectively conveying the multifaceted uncertainties included in these forecasts. These uncertainties include the spatial spread of forecast tracks, forecasting time, and forward speed. The visualization of hurricane prediction tracks in itself presents a high level of complexity. Incorporating additional visual encoding to represent uncertainties can exacerbate this complexity, making it even more challenging to interpret. To address these challenges, we introduce an immersive uncertainty visualization using stereoscopic rendering. Individual hurricane tracks are rendered as color-coded textured tubes, where color represents forecasting time, and the texture dynamically changes to represent the uncertainty of forward speed. To prevent visual clutter from overlapping tracks, we map time-specific predicted locations along these tracks to varied heights, thereby enhancing depth perception and facilitating an improved interpretation of the visual encodings. We conducted an experimental study to evaluate the effectiveness of our approach, examining participants' estimations of the distributions of these uncertainties. The results reveal that participants were generally successful in interpreting these time-specific uncertainties, and exhibited greater accuracy in estimating distributions of high and low forward speeds compared to medium speed.

源语言英语
主期刊名Proceedings - 2023 IEEE International Symposium on Mixed and Augmented Reality Adjunct, ISMAR-Adjunct 2023
编辑Gerd Bruder, Anne-Helene Olivier, Andrew Cunningham, Evan Yifan Peng, Jens Grubert, Ian Williams
出版商Institute of Electrical and Electronics Engineers Inc.
103-107
页数5
ISBN(电子版)9798350328912
DOI
出版状态已出版 - 2023
活动2023 IEEE International Symposium on Mixed and Augmented Reality Adjunct, ISMAR-Adjunct 2023 - Sydney, 澳大利亚
期限: 16 10月 202320 10月 2023

出版系列

姓名Proceedings - 2023 IEEE International Symposium on Mixed and Augmented Reality Adjunct, ISMAR-Adjunct 2023

会议

会议2023 IEEE International Symposium on Mixed and Augmented Reality Adjunct, ISMAR-Adjunct 2023
国家/地区澳大利亚
Sydney
时期16/10/2320/10/23

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