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@DCN-FAU-AvH FAU Chair for Dynamics, Control, Machine Learning and Numerics - Alexander von Humboldt Professorship

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    17 repositories

    • FL-Potential-Game

      Public
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Nov 15, 2024Nov 15, 2024

    • FedADMM-InSa

      Public
      FedADMM-InSa: An Inexact and Self-Adaptive ADMM for Federated Learning
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•1•0•0•Updated Oct 9, 2024Oct 9, 2024

    • clustering-hardmax-transformers

      Public
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Jul 3, 2024Jul 3, 2024

    • eDMD-sos

      Public
      Data-driven construction of auxuliary functions for dynamical system analysis
      MATLAB
      •1•7•0•0•Updated Feb 1, 2024Feb 1, 2024

    • .github

      Public
      1•0•0•1•Updated Nov 20, 2023Nov 20, 2023

    • pinns_heat

      Public
      In this repository we give some basic intuitions of PINNS and how to implement it for heat equation.
      Python
      •3•7•0•0•Updated Nov 20, 2023Nov 20, 2023

    • DCN_poster_template

      Public
      LaTeX template for the posters at the Chair in Dynamics, Control, and Numerics.
      TeX
      •0•0•0•0•Updated Sep 18, 2023Sep 18, 2023

    • RL-cart

      Public
      Control of a cart via reinforcement learning
      Jupyter Notebook
      •
      MIT License
      •1•1•0•0•Updated Jul 25, 2023Jul 25, 2023

    • numerical_graphs

      Public
      Finite difference scheme for convection-diffusion initial-boundary value problem on metric trees
      Python
      •1•0•0•0•Updated Jul 7, 2023Jul 7, 2023

    • ADMM-PINNs

      Public
      Python codes for the paper "The ADMM-PINNs Algorithmic Framework for Nonsmooth PDE-Constrained Optimization: A Deep Learning Approach"
      Jupyter Notebook
      •1•2•0•0•Updated Jun 27, 2023Jun 27, 2023

    • FL-FedAvg

      Public
      A basic PyTorch implementation of the Federated Learning FedAvg algorithm.
      Python
      •3•1•0•0•Updated Feb 2, 2023Feb 2, 2023

    • PINNs_wave_equation

      Public
      An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave equation.
      Python
      •11•25•1•0•Updated Sep 21, 2022Sep 21, 2022

    • hamilton_jacobi

      Public
      Our goal here is to study the inverse design problem associated to Hamilton Jacobi Equations (HJ). More precisely, for a given target function and a time horizon T>0, we want to construct all the initial conditions such that the viscosity solution of (HJ) coincides with a target function at time T.
      MATLAB
      •0•0•0•0•Updated Sep 12, 2022Sep 12, 2022

    • pressure_function

      Public
      This program finds a numeric solution for the stationary states on arbitrary finite gas networks. This code is a part of the bachelor thesis of Veronika Riedl.
      MATLAB
      •0•0•1•0•Updated Sep 12, 2022Sep 12, 2022

    • pyControls

      Public
      The pyControls package provides a framework for simulations of gas networks with arbirary geometry and edge dynamics. This package provides a high-order solver for the isoeuler equations and a reader for the GasLib scenarios. Furthermore, the network is easily plotted either in 2D or 3D manner.
      C++
      •0•1•1•0•Updated Sep 12, 2022Sep 12, 2022

    • robust_neuralODE

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Jun 20, 2022Jun 20, 2022

    • Lloyds-algorithm

      Public
      In this repository, we show a code for the Lloyd's algorithm.
      machine-learning
      Jupyter Notebook
      •0•0•0•0•Updated Jun 7, 2022Jun 7, 2022