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
Link To Document