Technische Universität München

Acronym	TUM
Homepage	http://www.tum.de/
Country	Germany
ZIP, City
Address
Phone
Type	Academy
Current organization	Technische Universität München
Child organizations	Center of Life and Food Sciences Weihenstephan Clusters of Excellence Cross-faculty institutions Faculty of Architecture Faculty of Chemistry Faculty of Civil Engineering and Geodesy Faculty of Electrical Engineering and Information Technology Faculty of Informatics Faculty of Mathematics Faculty of Mechanical Engineering Faculty of Medicine Faculty of Physics Faculty of Sports Science Fakultät für Luftfahrt, Raumfahrt und Geodäsie German Institute of Science and Technology - TUM Asia TUM Graduate School TUM School of Education TUM School of Management

Open Opportunities

Hybrid physics-ML modeling with zero-th order optimization

Technische Universität München
Helmholtz Center Munich

In the context of numerical climate and weather modeling, we aim to replace the expensive function “run a high-resolution simulation and then coarse-grain” with a hybrid physics-ML model with an in-the-loop data-driven corrector, learned via a zero-th order optimization method.

Artificial Intelligence and Signal and Image Processing, Dynamical Systems, Knowledge Representation and Machine Learning
Master Thesis

Bayesian Physics-Informed Neural Networks

Technische Universität München
Helmholtz Center Munich

The goal of this project is to combine physics-informed neural networks (PINNs) with Bayesian deep learning (BDL) to develop a novel neural network that is both informed about the underlying data and is capable of uncertainty estimation.

Artificial Intelligence and Signal and Image Processing, Knowledge Representation and Machine Learning
Master Thesis