Picture for Jochen Stiasny

Jochen Stiasny

Correctness Verification of Neural Networks Approximating Differential Equations

Add code
Feb 12, 2024
Viaarxiv icon

Error estimation for physics-informed neural networks with implicit Runge-Kutta methods

Add code
Jan 10, 2024
Viaarxiv icon

Solving Differential-Algebraic Equations in Power Systems Dynamics with Neural Networks and Spatial Decomposition

Add code
Mar 17, 2023
Viaarxiv icon

Physics-Informed Neural Networks for Time-Domain Simulations: Accuracy, Computational Cost, and Flexibility

Add code
Mar 15, 2023
Viaarxiv icon

Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems

Add code
Mar 14, 2022
Figure 1 for Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems
Figure 2 for Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems
Figure 3 for Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems
Figure 4 for Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems
Viaarxiv icon

Transient Stability Analysis with Physics-Informed Neural Networks

Add code
Jun 25, 2021
Figure 1 for Transient Stability Analysis with Physics-Informed Neural Networks
Figure 2 for Transient Stability Analysis with Physics-Informed Neural Networks
Figure 3 for Transient Stability Analysis with Physics-Informed Neural Networks
Figure 4 for Transient Stability Analysis with Physics-Informed Neural Networks
Viaarxiv icon

Contracting Neural-Newton Solver

Add code
Jun 04, 2021
Figure 1 for Contracting Neural-Newton Solver
Figure 2 for Contracting Neural-Newton Solver
Figure 3 for Contracting Neural-Newton Solver
Figure 4 for Contracting Neural-Newton Solver
Viaarxiv icon

Physics-Informed Neural Networks for Non-linear System Identification applied to Power System Dynamics

Add code
Apr 08, 2020
Figure 1 for Physics-Informed Neural Networks for Non-linear System Identification applied to Power System Dynamics
Figure 2 for Physics-Informed Neural Networks for Non-linear System Identification applied to Power System Dynamics
Figure 3 for Physics-Informed Neural Networks for Non-linear System Identification applied to Power System Dynamics
Figure 4 for Physics-Informed Neural Networks for Non-linear System Identification applied to Power System Dynamics
Viaarxiv icon