• DocumentCode
    1553902
  • Title

    Multiresolution data integration using mobile agents in distributed sensor networks

  • Author

    Qi, Hairong ; Iyengar, S. Sitharama ; Chakrabarty, Krishnendu

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Tennessee Univ., Knoxville, TN, USA
  • Volume
    31
  • Issue
    3
  • fYear
    2001
  • fDate
    8/1/2001 12:00:00 AM
  • Firstpage
    383
  • Lastpage
    391
  • Abstract
    We describe the use of the mobile agent paradigm to design an improved infrastructure for data integration in a distributed sensor network (DSN). We use the acronym MADSN to denote the proposed mobile-agent-based DSN. Instead of moving data to processing elements for data integration, as is typical of a client/server paradigm, MADSN moves the processing code to the data locations. This saves network bandwidth and provides an effective means for overcoming network latency, since large data transfers are avoided. Our major contributions are the use of mobile agent in DSN for distributed data integration and the evaluation of performance between DSN and MADSN approaches. We develop an enhanced multiresolution integration (MRI) algorithm where multiresolution analysis is applied at a local node before accumulating the overlap function by mobile agent. Compared to the MRI implementation in DSN, the enhanced integration algorithm saves up to 90% of the data transfer time. We develop objective functions to evaluate the performance between DSN and MADSN approaches. For a given set of network parameters, we analyze the conditions under which MADSN performs better than DSN and determine the condition under which MADSN reaches its optimum performance level
  • Keywords
    data handling; mobile computing; multi-agent systems; sensor fusion; MADSN; MRI implementation; client/server paradigm; data integration; data locations; data transfer time; distributed data integration; distributed sensor network; distributed sensor networks; enhanced integration algorithm; enhanced multiresolution integration algorithm; large data transfers; local node; mobile agent paradigm; mobile agents; mobile-agent-based DSN; multiresolution analysis; multiresolution data integration; network bandwidth; network latency; network parameters; objective functions; overlap function; processing code; processing elements; Bandwidth; Computer architecture; Computer networks; Intelligent networks; Magnetic resonance imaging; Mobile agents; Network servers; Performance analysis; Sensor phenomena and characterization; Sensor systems and applications;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1094-6977
  • Type

    jour

  • DOI
    10.1109/5326.971666
  • Filename
    971666