• DocumentCode
    3321671
  • Title

    A Generic Framework for Continuous Motion Pattern Query Evaluation

  • Author

    Bakalov, Petko ; Tsotras, Vassilis J.

  • Author_Institution
    Comput. Sci. Dept., Univ. of California, Riverside, CA
  • fYear
    2008
  • fDate
    7-12 April 2008
  • Firstpage
    80
  • Lastpage
    89
  • Abstract
    We introduce a novel query type defined over streaming moving object data, namely, the continuous motion pattern (CMP) queries. A motion pattern is defined as a sequence of distinct spatial predicates, each attached to a temporal constraint. The spatial predicates can be of various types (range, nearest neighbor, etc.) The temporal constraints are relative to the current time instant and are used to specify the order of the spatial predicates on the time axis. A CMP query is continuously reevaluated over streaming spatiotemporal data, producing the moving objects which satisfy the query´s motion pattern. We first introduce an easily maintainable indexing scheme for spatiotemporal streams that facilitates the evaluation of the spatial predicates over their temporal constraints. Using this scheme we propose a generic framework for efficiently answering a wide range of CMP queries. The effectiveness of our algorithms in reducing the query computation cost and I/O operations is revealed through a thorough experimental evaluation.
  • Keywords
    data handling; query processing; continuous motion pattern query evaluation; streaming moving object data; streaming spatiotemporal data; temporal constraints; Computational efficiency; Computer science; Indexing; Monitoring; Nearest neighbor searches; Neural networks; Object detection; Query processing; Spatiotemporal phenomena; Surveillance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Engineering, 2008. ICDE 2008. IEEE 24th International Conference on
  • Conference_Location
    Cancun
  • Print_ISBN
    978-1-4244-1836-7
  • Electronic_ISBN
    978-1-4244-1837-4
  • Type

    conf

  • DOI
    10.1109/ICDE.2008.4497416
  • Filename
    4497416