• DocumentCode
    1577999
  • Title

    Enhancing Battlefield Situational Awareness through Fuzzy-Based Value of Information

  • Author

    Hanratty, T.P. ; Hammell, Robert J. ; Bodt, B.A. ; Heilman, E.G. ; Dumer, J.C.

  • Author_Institution
    US Army Res. Lab., Adelphi, MD, USA
  • fYear
    2013
  • Firstpage
    1402
  • Lastpage
    1411
  • Abstract
    A major tenet of the US Army´s data-to-decision initiative and a primary challenge for military commanders and their staff is the ability to shorten the cycle time from data gathering to decisions. Today, military operations require information from an unprecedented number of sources resulting in an unprecedented volume of collected data. Required are decision support technologies to improve the synthesis of data to decisions. Paramount to this process is the ability to better assess the applicability and relevance of information for decisions in complex military environments. Towards this end, this paper presents a soft computing approach and early results for calculating the Value of Information (VoI) in complex military environments using fuzzy associative memory as an effectively framework for contextually tuning its value based on content, reliability and latency.
  • Keywords
    data handling; decision support systems; fuzzy set theory; military computing; US army data-to-decision initiative; VoI; battlefield situational awareness; data synthesis; decision support technologies; fuzzy based value of information; military commanders; military environments; military operations; soft computing approach; Cognition; Context; Feeds; Fuzzy logic; Fuzzy sets; Prototypes; Reliability; Fuzzy logic; Military Decision Making Process; Value of Information;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    System Sciences (HICSS), 2013 46th Hawaii International Conference on
  • Conference_Location
    Wailea, Maui, HI
  • ISSN
    1530-1605
  • Print_ISBN
    978-1-4673-5933-7
  • Electronic_ISBN
    1530-1605
  • Type

    conf

  • DOI
    10.1109/HICSS.2013.194
  • Filename
    6480005