Giter Club home page Giter Club logo

fl-esn-ids-for-autonomous-vehicles's Introduction

FL-ESN-IDS-for-Autonomous-Vehicles

The research area for autonomous vehicle's anomaly detection using machine learning hadn't considered using an Echo State Network with Federated Learning to create a fast hybrid-machine learning algorithm for the classification of various attacks that happen with autonomous vehicles.

The project uses datasets from these two places:

  1. Car Hacking which consists of five files such as DoS_dataset.csv, Fuzzy_dataset.csv, gear_dataset.csv, RPM_dataset.csv, and normal_run_data.7z.
  2. CAN Intrusion which consists of four files such as Attack_free_dataset.txt, DoS_attack_dataset.txt, Fuzzy_attack_dataset.txt, and Impersonation_attack_dataset.txt.

To gain access to these datasets, your e-mail and reasoning for wanting them will have to be shared with the authors by using a google form.

fl-esn-ids-for-autonomous-vehicles's People

Contributors

miahj1 avatar

Stargazers

 avatar  avatar ryuuka avatar  avatar

Watchers

 avatar

fl-esn-ids-for-autonomous-vehicles's Issues

Feature Importance of Random Forest Includes Class Label

Currently, printing out the feature importance from RF classification also includes the class label Flag while completely ignoring one of the features i.e. Timestamp: this happens when I consider the payload as a feature. When the payload is not considered a feature, the timestamp shows up in the PCA graphing.

Screen Shot 2022-09-02 at 11 46 40 AM
Screen Shot 2022-09-02 at 11 48 21 AM

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.