Cybersecurity

We are researching cybersecurity for autonomous vehicles! Join the team!

Repositories

• https://github.com/cart-pucminas/machine-learning

Publications

1. SOUZA, M. T.; SOUZA, M. A.; FREITAS, H. C., Quantum Machine Learning with Enhanced Autoencoders for Intrusion Detection, in the Simpósio em Sistemas Computacionais de Alto Desempenho (SSCAD), 2025. (accepted)

2. COSTA, L. C.; FRASSI, L. F. A. S.; FREITAS, H. C., Performance Evaluation of k-means using CPU and GPU with oneAPI and OpenMP for Network Intrusion Detection, in the Workshop de Iniciação Científica em Arquitetura de Computadores e Computação de Alto Desempenho (SSCAD-WIC), 2025. (undergraduate student paper) (accepted) 

3. OLIVEIRA, R. R.; LEÃO, T. A. D.; FREITAS, H. C., Performance Evaluation of Convolutional Neural Networks with oneAPI and OpenMP for Network Intrusion Detection, in the Workshop de Iniciação Científica em Arquitetura de Computadores e Computação de Alto Desempenho (SSCAD-WIC), 2025. (undergraduate student paper) (accepted) 

4. AGUILAR, I. R.; NOBRE, C. N.; FREITAS, H. C., Analyzing Car-Hacking Dataset to Understand Cyberattacks and Intrusion Detection in Autonomous Vehicles, in the LVII Brazilian Symposium on Operations Research (SBPO), Gramado, pages 1-12, 2025. (in press)

5. SILVA, E. M. R.; SOARES, F. A. L.; SOUZA, W. J.; FREITAS, H. C., A Systematic Mapping of Autonomous Vehicle Prototypes: Trends and Opportunities, in the IEEE Transactions on Intelligent Vehicles (T-IV), Vol. 9, Issue 11, p. 6777-6802. 2024.

6. MACIEL, L. A.; SOUZA, M. A.; FREITAS, H. C., Energy-Efficient CPU+FPGA-based CNN Architecture for Intrusion Detection Systems, in IEEE Consumer Electronics Magazine (MCE), Vol. 13, Issue 4, p. 65-72, 2024.

7. MACIEL, LUCAS ANDRADE ; SOUZA, MATHEUS ALCANTARA ; DE FREITAS, HENRIQUE COTA . Reconfigurable FPGA-based K-means/K-modes Architecture for Network Intrusion Detection. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, v. 67, p. 1459-1463, 2020.