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dosguard32 - ESP32 DoS attack filter

This experimental project aims to filter DoS attacks on ESP32 applications using a deep learning model to detect malicious packets. The project closely adheres to the structure established by T800.

Usage

Running the UDP Server example

  1. Install ESP-IDF and set up the environment variables
  2. Run idf.py menuconfig, go to Example Connection Configuration and set up your WiFi SSID and password
  3. Run idf.py set-target esp32, then idf.py build and finally idf.py -p PORT flash monitor; if you're on linux you can use ls /dev/tty* to find the serial USB port name
  4. To send traffic to the server run the legitimate_udp_traffic.py or the malicious_udp_traffic.py scripts

Using dosguard32 on your ESP32 application

  1. Add the components folder to the set() of your CMakeLists.txt file

  2. On the main .c file add the dosguard32 configuration

    #include "dosguard32.h" ... dosguard32_config_t config = { .dense_nn = nn, .mode = UDP };

    dosguard32_init(config);

References

[1] Fernandes, Gabriel Victor C., et al. “Implementaçao de um filtro de pacotes inteligente para dispositivos de Internet das Coisas.” Anais do XL Simpósio Brasileiro de Redes de Computadores e Sistemas Distribuídos. SBC, 2022.

[2] Sajjad Dadkhah, Hassan Mahdikhani, Priscilla Kyei Danso, Alireza Zohourian, Kevin Anh Truong, Ali A. Ghorbani, “Towards the development of a realistic multidimensional IoT profiling dataset”, Submitted to: The 19th Annual International Conference on Privacy, Security & Trust (PST2022) August 22–24, 2022, Fredericton, Canada.

[3] Yuan, Xiaoyong, Chuanhuang Li, and Xiaolin Li. “DeepDefense: identifying DDoS attack via deep learning.” 2017 IEEE international conference on smart computing (SMARTCOMP). IEEE, 2017.

[4] Hamza, Ayyoob, Hassan Habibi Gharakheili, and Vijay Sivaraman. “IoT network security: requirements, threats, and countermeasures.” arXiv preprint arXiv:2008.09339 (2020).