Coder Social home page Coder Social logo

koopman-laboratory / koopmanlab Goto Github PK

View Code? Open in Web Editor NEW
191.0 6.0 12.0 572 KB

A library for Koopman Neural Operator with Pytorch.

License: GNU General Public License v3.0

Python 100.00%
deep-learning koopman neural-network neural-operator pytorch scientific-machine-learning

koopmanlab's Issues

Time marching twice for the Koopman_Operator2D

Great work! Congratulation!

I just curious why the self.time_marching() method is called twice for both the high-frequency and low-frequency Fourier features, in the "kno.py" line 148 and line 149, did I miss something?

out_ft[:, :, :self.modes_x, :self.modes_y] = self.time_marching(x_ft[:, :, :self.modes_x, :self.modes_y], self.koopman_matrix)
out_ft[:, :, -self.modes_x:, :self.modes_y] = self.time_marching(x_ft[:, :, -self.modes_x:, :self.modes_y], self.koopman_matrix)

Thank you!

Koopman-Vit testing

Congratulations on your impressive work! I am eager to learn more about testing the Koopman-vit operator like KNO. Would it be possible for you to provide a demo similar to demo_ns.py, or suggest some other ideas for how to test it effectively? Many thanks.

Identify controlled ode system

Awesome work! And I just wonder if KNO can be used to identify controlled ODE that represents the kinematical equation of mobile robot, like unicycle model? Whether you will try to do this?

Can I solve for the ODE?

It seems that this network only works for the 2D or 1D images. If I want to solve a chemical ODE, does it work?

how to use it

awesome working!I am trying to use it.But i wonder weather it can solve ODE questions and can you give the data of your demo.thanks a lot.

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.