Wolfgang Nowak

Full Professor, Institute for Modelling Hydraulic and Environmental Systems, Universität Stuttgart

Joined

September 2021

Names

Wolfgang Nowak (Preferred)

Emails

****@iws.uni-stuttgart.de (Confirmed)

Personal Links

Career & Education History

Full Professor

Institute for Modelling Hydraulic and Environmental Systems, Universität Stuttgart (uni-stuttgart.de)

2014 – Present

Assistant Professor

Institute for Modelling Hydraulic and Environmental Systems, Universität Stuttgart (uni-stuttgart.de)

2008 – 2015

Advisors, Relations & Conflicts

PhD Advisor

Olaf A. Cirpka

2000 – 2004

Expertise

Bayesian modelling

Present

Stochastic Simulation

Present

Hydrosystem Modelling

Present

Publications

Uncertainty-Aware Surrogate-based Amortized Bayesian Inference for Computationally Expensive Models
Stefania Scheurer, Philipp Reiser, Tim Brünnette, Wolfgang Nowak, Anneli Guthke, Paul-Christian Bürkner
- Accepted by TMLR
- Readers: Everyone
Transfer learning achieves high recall for object classification in fluvial environments with limited data
Sebastian Schwindt, Lisa Meisinger, Beatriz Negreiros, Tim Schneider, Wolfgang Nowak
- OpenReview Archive Direct Upload
- Readers: Everyone
Inferring Underwater Topography with FINN
Cosku Can Horuz, Matthias Karlbauer, Timothy Praditia, Sergey Oladyshkin, Wolfgang Nowak, Sebastian Otte
- CoRR 2024
- Readers: Everyone
Physical Domain Reconstruction with Finite Volume Neural Networks
Cosku Can Horuz, Matthias Karlbauer, Timothy Praditia, Martin V. Butz, Sergey Oladyshkin, Wolfgang Nowak, Sebastian Otte
- Appl. Artif. Intell. 2023
- Readers: Everyone
A fully Bayesian sparse polynomial chaos expansion approach with joint priors on the coefficients and global selection of terms
Paul-Christian Bürkner, Ilja Kröker, Sergey Oladyshkin, Wolfgang Nowak
- J. Comput. Phys. 2023
- Readers: Everyone
The deep arbitrary polynomial chaos neural network or how Deep Artificial Neural Networks could benefit from data-driven homogeneous chaos theory
Sergey Oladyshkin, Timothy Praditia, Ilja Kröker, Farid Mohammadi, Wolfgang Nowak, Sebastian Otte
- Neural Networks 2023
- Readers: Everyone
Using Surrogate Models and Data Assimilation for Efficient Mobile Simulations
Christoph Dibak, Wolfgang Nowak, Frank Dürr, Kurt Rothermel
- IEEE Trans. Mob. Comput. 2023
- Readers: Everyone
The Deep Arbitrary Polynomial Chaos Neural Network or how Deep Artificial Neural Networks could benefit from Data-Driven Homogeneous Chaos Theory
Sergey Oladyshkin, Timothy Praditia, Ilja Kröker, Farid Mohammadi, Wolfgang Nowak, Sebastian Otte
- CoRR 2023
- Readers: Everyone
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning
Tim Schneider, Amin Totounferoush, Wolfgang Nowak, Steffen Staab
- CoRR 2023
- Readers: Everyone
Combining Crop Modeling with Remote Sensing Data Using a Particle Filtering Technique to Produce Real-Time Forecasts of Winter Wheat Yields under Uncertain Boundary Conditions
Hossein Zare, Tobias K. D. Weber, Joachim Ingwersen, Wolfgang Nowak, Sebastian Gayler, Thilo Streck
- Remote. Sens. 2022
- Readers: Everyone

View all 29 publications

Co-Authors

View all 45 co-authors