Extending SPHBI to Modbus TCP on the CIC Modbus 2023 dataset, limited application-layer data yields 98.1% binary accuracy with 63 parameters and 94.4% multiclass accuracy with 56,873 parameters, though replay attacks remain undetectable by single-packet methods.
In: 20th International Confer- ence on Privacy, Security and Trust (PST), pp
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Binary Image-Based Intrusion Detection for Operational Technology Networks: Extending the SPHBI Methodology from IoT to Modbus TCP
Extending SPHBI to Modbus TCP on the CIC Modbus 2023 dataset, limited application-layer data yields 98.1% binary accuracy with 63 parameters and 94.4% multiclass accuracy with 56,873 parameters, though replay attacks remain undetectable by single-packet methods.