• DocumentCode
    1939480
  • Title

    Semantic progressive transmission for deep space communications

  • Author

    Manduchi, Roberto ; Dolinar, Sam ; Pollara, Fabrizio ; Matache, Adina

  • Author_Institution
    Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    561
  • Abstract
    Summary form only given. We present an integrated system for the intelligent progressive transmission of data for deep space communications. This work is motivated by the realization that much more information can be collected by imaging and remote sensing equipment than can be transmitted through downlink channels. The goal of this work was to extend the idea of progressive transmission by incorporating semantic value to the “importance” attributes of encoded data. In particular, we define a simple measure of science return based on information theoretic considerations as well as on the estimated scientific value of the transmitted data. The task of determining the relative scientific importance of segments of data is carried out by an onboard science processing module, designed according to guidelines provided by the remote user (the science community). This module pre-processes the image and provides input to the progressive encoder in the form of a suitable “classification map”. By combining the semantic characterization produced by the science processing module with the content-blind data organization criteria of the traditional progressive encoder, we obtain a new measure of the importance of each segment of data. Algorithms that best utilize the available resources can thus be designed and their performances in terms of science return assessed
  • Keywords
    data compression; geophysical signal processing; image classification; image coding; remote sensing; space communication links; visual communication; classification map; content-blind data organization criteria; deep space communications; encoded data; image pre-processing; importance attributes; information theory; intelligent progressive transmission; onboard science processing module; performance; progressive encoder; remote sensing; science return; semantic progressive transmission; Downlink; Energy management; Image segmentation; Intelligent systems; Laboratories; Particle measurements; Power system management; Propulsion; Remote sensing; Space technology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Compression Conference, 2000. Proceedings. DCC 2000
  • Conference_Location
    Snowbird, UT
  • ISSN
    1068-0314
  • Print_ISBN
    0-7695-0592-9
  • Type

    conf

  • DOI
    10.1109/DCC.2000.838208
  • Filename
    838208