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Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

Computer Sciences

2019

Air Force Institute of Technology

Data protection

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Full-Text Articles in Physical Sciences and Mathematics

Self Organized Multi Agent Swarms (Somas) For Network Security Control, Eric M. Holloway Mar 2019

Self Organized Multi Agent Swarms (Somas) For Network Security Control, Eric M. Holloway

Theses and Dissertations

Computer network security is a very serious concern in many commercial, industrial, and military environments. This paper proposes a new computer network security approach defined by self-organized agent swarms (SOMAS) which provides a novel computer network security management framework based upon desired overall system behaviors. The SOMAS structure evolves based upon the partially observable Markov decision process (POMDP) formal model and the more complex Interactive-POMDP and Decentralized-POMDP models, which are augmented with a new F(*-POMDP) model. Example swarm specific and network based behaviors are formalized and simulated. This paper illustrates through various statistical testing techniques, the significance of this proposed …