Tracing of online assaults in 5G networks using dominance based rough set and formal concept analysis
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Tracing of online assaults in 5G networks using dominance based rough set and formal concept analysis D. P. Acharjya1
· N. Syed Siraj Ahmed2
Received: 9 April 2020 / Accepted: 4 August 2020 © Springer Science+Business Media, LLC, part of Springer Nature 2020
Abstract The propagation of 5G, beyond 5G and Internet of Everything (IoE) networks are the key business force for future networks and its various applications. These networks have been constantly under various assaults by means of blocking and tracking information. Therefore, it is essential to develop a real-time recognition system to handle these assaults. But, not sufficient research has been conducted in this area so far. Hence we propose a model to recognize various assaults via online in 5G, beyond 5G and IoE networks using dominance based rough set and formal concept analysis. For analyzing the model, this paper incorporates legal and simulated 5G, beyond 5G and IoE network traffic, along with various types of assaults. The dominance based rough set is used to identify the assaults whereas chief features that are involved in various assaults are identified using formal concept analysis. The results acquired explain the capability of the projected research. Keywords Rough set · Assaults · Spoofing · Jamming · Formal concept · Context diagram · Feature selection · Networks
1 Introduction The fifth generation is shortly known as 5G and beyond 5G is a wireless tool for digital cellular network that started widely in 2019. As with earlier principles, it also functions with antennas and areas covered are separated into regions known as ‘cells’ [1]. The 5G and beyond 5G spectrum frequency is separated into low band, mid band and millimeter waves. Low band uses same frequency series
This article is part of the Topical Collection: Special Issue on P2P Computing for Beyond 5G Network and Internet-of-Everything Guest Editors: Prakasam P, Ajayan John, Shohel Sayeed D. P. Acharjya
[email protected] N. Syed Siraj Ahmed [email protected] 1
School of Computer Science and Engineering, VIT Vellore, Vellore, Tamil Nadu, India
2
Department of CSE, G P Engineering College, Tirupattur, Tamil Nadu, India
as the precursor fourth generation. It delivers less than 100 megabit per second. Mid band are organized over 20 different network associations and it works in the speed of 100 mega hertz. The broad band are generally in between 100 to 400 mega bit per second. The frequency range of the mid band occasionally in the field go up from 2.4 to 4.2 gigahertz per second. The advantage of mid band is that of its lower cost just by upgrading existing 4G towers to cover various fields. The millimeter wave is the best and quickest in all three and operates at a speed of 1 to 2 gigabit per second down. The frequency ranges from 24 to 72 gigahertz which is exceedingly high frequency range of lower limit. But, the reach of millimeter is short and so more number of cells are needed to communicate. The main drawback is that it cannot traverse on walls and windows. The 5G and b
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