Title :
An interacting automata model for network protection
Author :
Brooks, Richard ; Orr, Nathan ; Zachary, John ; Griffin, Christopher
Author_Institution :
Appl. Res. Lab., Pennsylvania State Univ., University Park, PA, USA
Abstract :
Malicious network activity is rapidly increasing. To understand and engineer countermeasures to network attacks, we have developed cellular automata models of network flow dynamics and associated attacks. We describe the theoretical development of our model and compare it to existing models of network flow based on statistical physics. Using our model, we have found empirical evidence that a link exists between the behavior of a network and its entropy. This paper discusses potential extensions of this work to entropy-based intrusion detection systems (IDS).
Keywords :
cellular automata; computer networks; entropy; security of data; Malicious network activity; cellular automata models; entropy-based intrusion detection systems; interacting automata model; network flow dynamics; network protection; statistical physics; Automata; Entropy; Intrusion detection; Laboratories; Lattices; Physics; Protection; State-space methods; Viruses (medical); Web and internet services;
Conference_Titel :
Information Fusion, 2002. Proceedings of the Fifth International Conference on
Conference_Location :
Annapolis, MD, USA
Print_ISBN :
0-9721844-1-4
DOI :
10.1109/ICIF.2002.1020934