Coder Social home page Coder Social logo

nsal's Introduction

NeuroSymbolic Automata Learning

The framework is an extension of hautlearn. NSAL learns hybrid automata from traces with linear and nonlinear dynamics as well as neural ordinary differencial equations (neural ODEs).

Run examples

Run the main function in each example to generate the automata models.

Requirements (MATLAB)

  • Control System Toolbox
  • Mapping Toolbox
  • Robust Control Toolbox
  • Simulink
  • Stateflow
  • Symbolic Math Toolbox

References

  • Xiaodong Yang, Omar Ali Beg, Matthew Kenigsberg, and Taylor T. Johnson, "A Framework for Identification and Validation of Affine Hybrid Automata from Input-Output Traces". ACM Trans. Cyber-Phys. Syst. 6, 2, Article 13 (April 2022), 24 pages. [https://doi.org/10.1145/3470455]

nsal's People

Contributors

mldiego avatar

Stargazers

Taylor Johnson avatar

Watchers

avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.