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HOLASOVÁ, E. KUCHAŘ, K. FUJDIAK, R. BLAŽEK, P. MIŠUREC, J.
Originální název
Security Modules for Securing Industrial Networks
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
This article focuses on the incident detection techniques of communication in the Modbus/TCP protocol. Modbus/TCP does not implement authentication or communication encryption. Therefore, a Modbus Security Module was created allowing sniffing a specific network traffic and parsing particular information from the packets. This information is stored in a database using PostgreSQL on each master and slave station. Such a technique brings a new way to perform incident detection and to evaluate the transmitted packet's authenticity and integrity. Data taken from the database are used for an incident detection via a trained neural network. Using the presented approach, it is possible to detect all attacks targeting the slave station (originating from a non-master station). Using a neural network, it is possible to detect simulated attacks (originating from a master station) with an accuracy of 99.52 %. There is an additional authentication of individual stations using the created SSH connection between databases. For the proposal evaluation, IEEE dataset was used, where a significant increase of the neural network's accuracy was achieved using the proposed method.
Klíčová slova
Database; Incident Detection; Modbus; Neural Network; Security
Autoři
HOLASOVÁ, E.; KUCHAŘ, K.; FUJDIAK, R.; BLAŽEK, P.; MIŠUREC, J.
Vydáno
1. 1. 2022
Nakladatel
Institute of Electrical and Electronics Engineers Inc.
ISBN
978-1-6654-3757-8
Kniha
2021 2nd International Conference on Electronics, Communications and Information Technology (CECIT 2021)
Strany od
1125
Strany do
1132
Strany počet
8
URL
https://ieeexplore.ieee.org/document/9742069
BibTex
@inproceedings{BUT175438, author="Eva {Holasová} and Karel {Kuchař} and Radek {Fujdiak} and Petr {Blažek} and Jiří {Mišurec}", title="Security Modules for Securing Industrial Networks", booktitle="2021 2nd International Conference on Electronics, Communications and Information Technology (CECIT 2021)", year="2022", pages="1125--1132", publisher="Institute of Electrical and Electronics Engineers Inc.", doi="10.1109/CECIT53797.2021.00199", isbn="978-1-6654-3757-8", url="https://ieeexplore.ieee.org/document/9742069" }