README.md

Artifact for the Paper On Practical Realization of Evasion Attacks for Industrial Control Systems at RICSS 2024

1. The data are available at:

2. place the downloaded .zip file in the project folder

3. Verify the integrity of the dataset by running the following command:

   md5sum dataset.zip

   expected output b14c554293f5a936d43c98b92a023603 dataset.zip

4. execute

   python prepare_dataset.py

now you can reproduce the results of the paper by executing the notebooks contained inside the defense_models and batadal_2_0_plots

Those will produce the result in Table 3 and the plots in the appendix.

Project structure

Practical-Evasion-Attacks/
│
├── dataset #appear after executing prepare_dataset.py
│
├── defense_models/
│   └── C-Town
│       └── evaluation_paper.ipynb
│
├── batadal_2_0_plots/
│   └── new_dataset_physical_plots.ipynb
│       └── plots
│
├── prepare_dataset.py
│
└── README.md

The data were generated based on DHALSIM v0.6.0

When using the code or the data please cite our work

@InProceedings{erba24practicalevasion,
author="Erba, Alessandro and Murillo, Andres F. and Taormina, Riccardo and Galelli, Stefano and Tippenhauer, Nils Ole",
title="On Practical Realization of Evasion Attacks for Industrial Control Systems",
booktitle="Proceedings of the 2024 Workshop on Re-design Industrial Control Systems with Security (RICSS '24)",
year="2024",
month=OCT
publisher="ACM",
doi={10.1145/3689930.3695213}
}