Picture for Manuel Dahmen

Manuel Dahmen

Physics-Informed Neural Networks for Dynamic Process Operations with Limited Physical Knowledge and Data

Add code
Jun 03, 2024
Viaarxiv icon

Task-optimal data-driven surrogate models for eNMPC via differentiable simulation and optimization

Add code
Mar 21, 2024
Viaarxiv icon

Multivariate Scenario Generation of Day-Ahead Electricity Prices using Normalizing Flows

Add code
Nov 23, 2023
Viaarxiv icon

End-to-End Reinforcement Learning of Koopman Models for Economic Nonlinear MPC

Add code
Aug 03, 2023
Viaarxiv icon

A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms

Add code
Nov 22, 2022
Viaarxiv icon

Physical Pooling Functions in Graph Neural Networks for Molecular Property Prediction

Add code
Jul 27, 2022
Figure 1 for Physical Pooling Functions in Graph Neural Networks for Molecular Property Prediction
Figure 2 for Physical Pooling Functions in Graph Neural Networks for Molecular Property Prediction
Figure 3 for Physical Pooling Functions in Graph Neural Networks for Molecular Property Prediction
Figure 4 for Physical Pooling Functions in Graph Neural Networks for Molecular Property Prediction
Viaarxiv icon

Graph neural networks for the prediction of molecular structure-property relationships

Add code
Jul 25, 2022
Figure 1 for Graph neural networks for the prediction of molecular structure-property relationships
Figure 2 for Graph neural networks for the prediction of molecular structure-property relationships
Figure 3 for Graph neural networks for the prediction of molecular structure-property relationships
Figure 4 for Graph neural networks for the prediction of molecular structure-property relationships
Viaarxiv icon

Graph Neural Networks for Temperature-Dependent Activity Coefficient Prediction of Solutes in Ionic Liquids

Add code
Jun 23, 2022
Figure 1 for Graph Neural Networks for Temperature-Dependent Activity Coefficient Prediction of Solutes in Ionic Liquids
Figure 2 for Graph Neural Networks for Temperature-Dependent Activity Coefficient Prediction of Solutes in Ionic Liquids
Figure 3 for Graph Neural Networks for Temperature-Dependent Activity Coefficient Prediction of Solutes in Ionic Liquids
Figure 4 for Graph Neural Networks for Temperature-Dependent Activity Coefficient Prediction of Solutes in Ionic Liquids
Viaarxiv icon

Graph Machine Learning for Design of High-Octane Fuels

Add code
Jun 01, 2022
Figure 1 for Graph Machine Learning for Design of High-Octane Fuels
Figure 2 for Graph Machine Learning for Design of High-Octane Fuels
Figure 3 for Graph Machine Learning for Design of High-Octane Fuels
Figure 4 for Graph Machine Learning for Design of High-Octane Fuels
Viaarxiv icon

Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows

Add code
May 27, 2022
Figure 1 for Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows
Figure 2 for Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows
Figure 3 for Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows
Figure 4 for Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows
Viaarxiv icon