DocumentCode :
2994079
Title :
Improving situation awareness in cognitive networks using the Self-Organizing Map
Author :
Kärkkäinen, Anssi P.
Author_Institution :
Nat. Defence Univ., Helsinki, Finland
fYear :
2011
fDate :
22-24 Feb. 2011
Firstpage :
40
Lastpage :
47
Abstract :
Situation awareness is provided through a cognitive process. To make reasonable decisions a cognitive system, which could be a human or machine, should be aware of available resources and capacity, current configuration and even some information about previous states. The paper provides a study of situation awareness mechanisms in cognitive Mobile Ad Hoc Networks (MANET), and applies Kohonen network also known as the Self-Organizing Map (SOM) to analyze and visualize the current network situation for decision-making. Focus is on situation awareness of network security which naturally requires some basic metrics for security which are also defined. The Self-Organizing Map shows an efficient tool to analyze and visualize complex, multi-dimensional situational data. A clustered result map of the SOM could be used for decision-making. The paper also defines how to use the SOM for network security status monitoring.
Keywords :
cognitive radio; computer network security; decision making; mobile ad hoc networks; mobile computing; self-organising feature maps; Kohonen network; MANET; cognitive mobile ad hoc networks; decision making; multidimensional situational data; network security status monitoring; self-organizing map; situation awareness mechanisms; Authentication; Communication system security; Data visualization; Measurement; Mobile ad hoc networks; Kohonen´s map; military networks; mobile ad hoc networks; self organizing feature map; situation awareness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cognitive Methods in Situation Awareness and Decision Support (CogSIMA), 2011 IEEE First International Multi-Disciplinary Conference on
Conference_Location :
Miami Beach, FL
Print_ISBN :
978-1-61284-785-6
Type :
conf
DOI :
10.1109/COGSIMA.2011.5753752
Filename :
5753752
Link To Document :
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