Spatio-temporal Aggregation for Visual Analysis of Movements

被引:140
|
作者
Andrienko, Gennady [1 ]
Andrienko, Natalia [1 ]
机构
[1] Fraunhofer Inst IAIS, St Augustin, Germany
关键词
Movement data; spatio-temporal data; aggregation; scalable visualization; geovisualization;
D O I
10.1109/VAST.2008.4677356
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Data about movements of various objects are collected in growing amounts by means of current tracking technologies. Traditional approaches to visualization and interactive exploration of movement data cannot cope with data of such sizes, In this research paper we investigate the ways of using aggregation for visual analysis of movement data. We define aggregation methods suitable for movement data and find visualization and interaction techniques to represent results of aggregations and enable comprehensive exploration of the data. We consider two possible views of movement, traffic-oriented and trajectory-oriented. Each view requires different methods of analysis and of data aggregation. We illustrate our argument with example data resulting from tracking multiple cars in Milan and example analysis tasks from the domain of city traffic management.
引用
收藏
页码:51 / 58
页数:8
相关论文
共 50 条
  • [41] SPATIO-TEMPORAL EFFECTS IN VISUAL GAP DETECTION
    UTTAL, WR
    HIERONYM.R
    PERCEPTION & PSYCHOPHYSICS, 1970, 8 (5B): : 321 - &
  • [42] Metaphors for visual querying of spatio-temporal databases
    Bonhomme, C
    Aufaure, MA
    Trépied, C
    ADVANCES IN VISUAL INFORMATION SYSTEMS, PROCEEDINGS, 2000, 1929 : 140 - 153
  • [43] Learning spatio-temporal properties of visual cells
    Burkitt, Anthony
    Lian, Yanbo
    Ruslim, Marko
    JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2024, 52 : S116 - S116
  • [44] QUERY BASED VISUAL ANALYSIS - SPATIO-TEMPORAL REASONING IN COMPUTER VISION
    BUXTON, H
    WALKER, N
    IMAGE AND VISION COMPUTING, 1988, 6 (04) : 247 - 254
  • [45] Hierarchical Spatio-temporal Visual Analysis of Cluster Evolution in Electrocorticography Data
    Murugesan, Sugeerth
    Bouchard, Kristofer
    Chang, Edward
    Dougherty, Max
    Hamann, Bernd
    Weber, Gunther H.
    PROCEEDINGS OF THE 7TH ACM INTERNATIONAL CONFERENCE ON BIOINFORMATICS, COMPUTATIONAL BIOLOGY, AND HEALTH INFORMATICS, 2016, : 630 - 639
  • [46] OFViser: An Interactive Visual System for Spatio-temporal Analysis of Ocean Front
    Song, Jian
    Xie, Cui
    Dong, Junyu
    2020 11TH INTERNATIONAL CONFERENCE ON AWARENESS SCIENCE AND TECHNOLOGY (ICAST), 2020,
  • [47] Visual analysis on high dimensional spatio-temporal real estate data
    Liang, R. (rhliang@zjut.edu.cn), 1600, Institute of Computing Technology (25):
  • [48] Visual Analysis of Spatio-temporal Distribution and Retweet Relation in Weibo Event
    Li, Haisheng
    Liang, Xunge
    Song, Xuan
    Cai, Qiang
    2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP), 2018, : 9 - 16
  • [49] VAUD: A Visual Analysis Approach for Exploring Spatio-Temporal Urban Data
    Chen, Wei
    Huang, Zhaosong
    Wu, Feiran
    Zhu, Minfeng
    Guan, Huihua
    Maciejewski, Ross
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2018, 24 (09) : 2636 - 2648
  • [50] Visual Analysis of Spatio-temporal Relations of Pairwise Attributes in Unsteady Flow
    Berenjkoub, Marzieh
    Monico, Rodolfo Ostilla
    Laramee, Robert S.
    Chen, Guoning
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2019, 25 (01) : 1246 - 1256