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- W4226023752 abstract "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." @default.
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- W4226023752 date "2021-12-01" @default.
- W4226023752 modified "2023-09-24" @default.
- W4226023752 title "Security Modules for Securing Industrial Networks" @default.
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- W4226023752 doi "https://doi.org/10.1109/cecit53797.2021.00199" @default.
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