• DocumentCode
    567654
  • Title

    Technologies to aid decision making for maritime security

  • Author

    Ng, Gee Wah ; Teow, Loo Nin ; Yong, Kai Chin ; Mui, Samuel ; Koh, Angel ; Chong, Wen Haw ; Tan, Kheng Hwee ; Tan, Yuan Sin ; Toh, Belinda

  • Author_Institution
    DSO Nat. Labs., Singapore, Singapore
  • fYear
    2012
  • fDate
    9-12 July 2012
  • Firstpage
    1637
  • Lastpage
    1644
  • Abstract
    The paper presents 3 key technologies used in an integrated maritime reasoning and monitoring system [1]. These technologies fuse maritime data for decision support in the martime security domain. They support monitoring of scenarios of interest such as terrorist attacks or piracy incidents, and alert operators when such scenarios are assessed likely to happen. These 3 technologies are: a. Dynamic Bayesian Reasoning & Advanced Intelligent Networks (D´Brain), a reasoning system based on Bayesian networks. Causal and probabilistic information about scenarios of interest are structured as Bayesian networks, in which variables are set according to the interpretation of incoming situation information. The system thus provides a systematic approach to modelling and monitoring for scenarios of interest in the maritime situation. b. Graylist Ranking, a ranking technique to order entities based on their structural relationship with black-listed entities. The ranked list of entities could then be used to prioritize further investigation efforts into higher ranking entities which are considered more suspicious. c. Trajectory Analysis using a nonparametric Bayesian model, Dual Hierarchical Dirichlet Processes (Dual-HDP) [2]. It models the activity patterns (norm) of entities in motion. With the norm established, anomaly detection could be performed by evaluating how much each track deviates from the norm.
  • Keywords
    belief networks; computerised monitoring; decision making; inference mechanisms; intelligent networks; marine engineering; marine safety; nonparametric statistics; probability; sensor fusion; D´Brain; Graylist ranking technique; anomaly detection; black-listed entity ordering; causal information; decision making; decision support; dual-HDP; dual-hierarchical Dirichlet processes; dynamic Bayesian reasoning-and-advanced intelligent networks; entity activity pattern norm; entity list ranking; integrated maritime monitoring system; integrated maritime reasoning system; maritime data fusion; martime security domain; nonparametric Bayesian model; operator alerts; piracy incidents; probabilistic information; scenario-of-interest; situation information; structural relationship; systematic approach; terrorist attacks; trajectory analysis; Bayesian methods; Cognition; Cognitive science; Computational modeling; Knowledge engineering; Monitoring; Noise measurement; Anomaly Detection; Dynamic Reasoning; Relationship Analysis; Scenario Modeling; Trending;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2012 15th International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4673-0417-7
  • Electronic_ISBN
    978-0-9824438-4-2
  • Type

    conf

  • Filename
    6290501