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
来源
2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) | 2021年
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 35 条
  • [1] CHARACTERISTICS OF ION FLOW IN THE QUIET STATE OF THE INNER PLASMA SHEET
    ANGELOPOULOS, V
    KENNEL, CF
    CORONITI, FV
    PELLAT, R
    SPENCE, HE
    KIVELSON, MG
    WALKER, RJ
    BAUMJOHANN, W
    FELDMAN, WC
    GOSLING, JT
    RUSSELL, CT
    [J]. GEOPHYSICAL RESEARCH LETTERS, 1993, 20 (16) : 1711 - 1714
  • [2] BURSTY BULK FLOWS IN THE INNER CENTRAL PLASMA SHEET
    ANGELOPOULOS, V
    BAUMJOHANN, W
    KENNEL, CF
    CORONITI, FV
    KIVELSON, MG
    PELLAT, R
    WALKER, RJ
    LUHR, H
    PASCHMANN, G
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 1992, 97 (A4) : 4027 - 4039
  • [3] Topological Analysis of Magnetic Reconnection in Kinetic Plasma Simulations
    Banesh, Divya
    Lo, Li-Ta
    Kilian, Patrick
    Guo, Fan
    Hamann, Bernd
    [J]. 2020 IEEE VISUALIZATION CONFERENCE - SHORT PAPERS (VIS 2020), 2020, : 6 - 10
  • [4] In Situ Methods, Infrastructures, and Applications on High Performance Computing Platforms
    Bauer, A. C.
    Abbasi, H.
    Ahrens, J.
    Childs, H.
    Geveci, B.
    Klasky, S.
    Moreland, K.
    O'Leary, P.
    Vishwanath, V.
    Whitlock, B.
    Bethel, E. W.
    [J]. COMPUTER GRAPHICS FORUM, 2016, 35 (03) : 577 - 597
  • [5] EXTENSION OF MUNKRES ALGORITHM FOR ASSIGNMENT PROBLEM TO RECTANGULARMATRICES
    BOURGEOIS, F
    LASSALLE, JC
    [J]. COMMUNICATIONS OF THE ACM, 1971, 14 (12) : 802 - +
  • [6] Computing contour trees in all dimensions
    Carr, H
    Snoeyink, J
    Axen, U
    [J]. COMPUTATIONAL GEOMETRY-THEORY AND APPLICATIONS, 2003, 24 (02): : 75 - 94
  • [7] Fuselier S. A., 2011, J GEOPHYS RES SPACE, V116
  • [8] Gombosi Tamas I., 2021, J SPACE WEATHER SPAC, DOI DOI 10.1051/SWSC/2021020
  • [9] Gueunet C., 2019, EUR S PAR GRAPH VIS
  • [10] Task-Based Augmented Contour Trees with Fibonacci Heaps
    Gueunet, Charles
    Fortin, Pierre
    Jomier, Julien
    Tierny, Julien
    [J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2019, 30 (08) : 1889 - 1905