Topological Segmentation and Tracking for Space Weather Modeling

被引:0
|
作者
Banesh, Divya [1 ]
Klein, Natalie [1 ]
Morley, Steven [1 ]
Biswas, Ayan [1 ]
Jordanova, Vania [1 ]
Henderson, Michael [1 ]
Lawrence, Earl [1 ]
机构
[1] LANL, Los Alamos, NM 87545 USA
关键词
space weather; bursty bulk flow; contour tree; BURSTY BULK FLOWS; ASSIGNMENT; MAGNETOSPHERE;
D O I
10.1109/BigData52589.2021.9671433
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The segmentation and temporal tracking of fast flow structures called bursty bulk flows is an integral part of space weather study. This paper presents the first known topological segmentation and tracking technique to analyze bursty bulk flows. We apply contour tree-based segmentation to identify regions of high plasma velocity from data output from space weather simulations. We then employ a Kuhn-Munkers assignment algorithm with a modified Wasserstein metric to match features in adjacent time steps. A newly implemented algorithm to determine splits and merges of segments results in a fully topological framework for feature detection and tracking of fast flow channels.
引用
收藏
页码:3784 / 3788
页数:5
相关论文
共 50 条
  • [21] Image segmentation based on shape space modeling
    Kim, D
    Ho, YS
    EURASIA-ICT 2002: INFORMATION AND COMMUNICATION TECHNOLOGY, PROCEEDINGS, 2002, 2510 : 164 - 171
  • [22] TOPOLOGICAL TASK SPACE MODELING FOR PLANNING AUTONOMOUS SPACE ROBOT ACTIONS
    MATTHIESEN, J
    CONTROL ENGINEERING PRACTICE, 1995, 3 (08) : 1095 - 1104
  • [23] Space weather casters and space weather interpreters confronting space weather hazard
    Tamaoki, Susumu
    Saita, Kimiharu
    Hoshi, Ryosuke
    Arvelius, Sachiko
    Fukumi, Yukari
    Nozawa, Satoshi
    Shibata, Kazunari
    JOURNAL OF SPACE SAFETY ENGINEERING, 2022, 9 (03): : 390 - 396
  • [24] Modeling the Geomagnetic Response to the September 2017 Space Weather Event Over Fennoscandia Using the Space Weather Modeling Framework: Studying the Impacts of Spatial Resolution
    Dimmock, A. P.
    Welling, D. T.
    Rosenqvist, L.
    Forsyth, C.
    Freeman, M. P.
    Rae, I. J.
    Viljanen, A.
    Vandegriff, E.
    Boynton, R. J.
    Balikhin, M. A.
    Yordanova, E.
    SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS, 2021, 19 (05):
  • [25] STEREO space weather and the Space Weather Beacon
    Biesecker, D. A.
    Webb, D. F.
    Cyr, O. C. St.
    SPACE SCIENCE REVIEWS, 2008, 136 (1-4) : 45 - 65
  • [26] STEREO Space Weather and the Space Weather Beacon
    D. A. Biesecker
    D. F. Webb
    O. C. St. Cyr
    Space Science Reviews, 2008, 136 : 45 - 65
  • [27] Topological Modeling Research on the Functional Vulnerability of Power Grid under Extreme Weather
    Xie, Banghua
    Li, Changfan
    Wu, Zili
    Chen, Weiming
    ENERGIES, 2021, 14 (16)
  • [28] The geomagnetic storm of August 2010 as a lesson of the space weather modeling
    Revallo, Milos
    Valach, Fridrich
    Vaczyova, Madgalena
    CONTRIBUTIONS TO GEOPHYSICS AND GEODESY, 2010, 40 (04): : 313 - 322
  • [29] Operational Modeling of Heliospheric Space Weather for the Parker Solar Probe
    Odstrcil, Dusan
    Mays, M. Leila
    Hess, Phillip
    Jones, Shaela I.
    Henney, Carl J.
    Arge, Charles N.
    ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES, 2020, 246 (02):
  • [30] A Moving Target Tracking Framework Based on a Set and Its Topological Space
    Zeng, Weibo
    Min, Xinran
    Deng, Qiuyan
    Zhao, Xingyue
    IEEE ACCESS, 2023, 11 : 32882 - 32894