Algorithm for identifying clients based on dynamic MAC addresses in narrowly targeted secure networks using deep learning neural networks. Issue 5 (3rd September 2021)

• Record Type: Journal Article
• Authors: Tyutyunnik, Alexander; Lobaneva, Ekaterina; Lazarev, Alexey
• Is Part Of: International journal of parallel, emergent and distributed systems. Volume 36:Issue 5(2021)
• Page Start: 470
• Page End: 481
• Publication Date: 2021-09-03
• Subjects: MAC address -- neural network -- fuzzy logic -- device identification -- information security; Parallel computers -- Periodicals; Electronic data processing -- Distributed processing -- Periodicals; Computer algorithms -- Periodicals; 004.35
• DOI: 10.1080/17445760.2021.1941007
• Languages: English
• ISSNs: 1744-5760

Abstract

Abstract : Existing algorithms for identifying clients on a network segment are based on static client binding by MAC address. MAC address generation is based on pseudo-random sequences of 0–256 characters. With this feature in mind, software was developed based on an algorithm for generating MAC addresses using bidirectional neural networks, followed by integration of a decision support system module. A secondary feature of the developed software is the ability to set a MAC validity timeout, which will limit access to the network segment and increase the security factor.