• DocumentCode
    11587
  • Title

    Autonomic Intelligent Cyber-Sensor to Support Industrial Control Network Awareness

  • Author

    Vollmer, Travis ; Manic, Milos ; Linda, Ondrej

  • Author_Institution
    Idaho Nat. Lab., Idaho Falls, ID, USA
  • Volume
    10
  • Issue
    2
  • fYear
    2014
  • fDate
    May-14
  • Firstpage
    1647
  • Lastpage
    1658
  • Abstract
    The proliferation of digital devices in a networked industrial ecosystem, along with an exponential growth in complexity and scope, has resulted in elevated security concerns and management complexity issues. This paper describes a novel architecture utilizing concepts of autonomic computing and a simple object access protocol (SOAP)-based interface to metadata access points (IF-MAP) external communication layer to create a network security sensor. This approach simplifies integration of legacy software and supports a secure, scalable, and self-managed framework. The contribution of this paper is twofold: 1) A flexible two-level communication layer based on autonomic computing and service oriented architecture is detailed and 2) three complementary modules that dynamically reconfigure in response to a changing environment are presented. One module utilizes clustering and fuzzy logic to monitor traffic for abnormal behavior. Another module passively monitors network traffic and deploys deceptive virtual network hosts. These components of the sensor system were implemented in C++ and PERL and utilize a common internal D-Bus communication mechanism. A proof of concept prototype was deployed on a mixed-use test network showing the possible real-world applicability. In testing, 45 of the 46 network attached devices were recognized and 10 of the 12 emulated devices were created with specific operating system and port configurations. In addition, the anomaly detection algorithm achieved a 99.9% recognition rate. All output from the modules were correctly distributed using the common communication structure.
  • Keywords
    access protocols; computer network security; fault tolerant computing; field buses; fuzzy logic; industrial control; intelligent sensors; meta data; network interfaces; pattern clustering; C++; IF-MAP; PERL; SOAP-based interface; anomaly detection algorithm; autonomic computing; autonomic intelligent cyber-sensor; digital device proliferation; flexible two-level communication layer; fuzzy logic; industrial control network awareness; internal D-Bus communication mechanism; legacy software; metadata access point external communication layer; mixed-use test network; network security sensor; networked industrial ecosystem; proof of concept prototype; self-managed framework; service oriented architecture; simple object access protocol-based interface; traffic monitor; virtual network hosts; Autonomic computing; control systems; industrial ecosystems; network security; service-oriented architecture;
  • fLanguage
    English
  • Journal_Title
    Industrial Informatics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1551-3203
  • Type

    jour

  • DOI
    10.1109/TII.2013.2270373
  • Filename
    6547755