• DocumentCode
    2121917
  • Title

    An Extensible Infrastructure for Processing Distributed Geospatial Data Streams

  • Author

    Rueda, Carlos ; Gertz, Michael ; Ludäscher, Bertram ; Hamann, Bernd

  • Author_Institution
    Dept. of Comput. Sci., California Univ., Davis, CA
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    285
  • Lastpage
    290
  • Abstract
    Although the processing of data streams has been the focus of many research efforts in several areas, the case of remotely sensed streams in scientific contexts has received little attention. We present an extensible architecture to compose streaming image processing pipelines spanning multiple nodes on a network using a scientific workflow approach. This architecture includes (i) a mechanism for stream query dispatching so new streams can be dynamically generated from within individual processing nodes as a result of local or remote requests, and (ii) a mechanism for making the resulting streams externally available. As complete processing image pipelines can be cascaded across multiple interconnected nodes in a dynamic, scientist-driven way, the approach facilitates the reuse of data and the scalability of computations. We demonstrate the advantages of our infrastructure with a toolset of stream operators acting on remotely sensed data streams for realtime change detection
  • Keywords
    geographic information systems; image processing; pipeline processing; query processing; visual databases; distributed geospatial data stream processing; image processing pipeline streaming architecture; realtime change detection; remotely sensed data stream; scientific workflow approach; stream query dispatching; Cloud computing; Computer science; Image processing; Pipelines; Radiometry; Remote monitoring; Remote sensing; Satellite broadcasting; Sensor phenomena and characterization; Streaming media;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Scientific and Statistical Database Management, 2006. 18th International Conference on
  • Conference_Location
    Vienna
  • ISSN
    1551-6393
  • Print_ISBN
    0-7695-2590-3
  • Type

    conf

  • DOI
    10.1109/SSDBM.2006.12
  • Filename
    1644325