Open Master, Bachelor and Student Project Topics
Neural Network based simulation model of a car brake
This thesis encompasses the implementation of an autoregressive model, i.e. a NNARX model, in order to model car braking behavior from a multivariate…
Reinforcement Learning based Brake Controller
This thesis encompasses the design and implementation of a reinforcement learning (RL) based controller, whose goal it is to reduce squeal- and…
TimeGAN model for car brake particle emissions
Using deep learning, we aim at predicting the friction sounds and brake particle emissions of real braking systems in collaboration with automotive…
Speed-Up Training of Physics-Informed Neural Networks
Ocean engineering activities benefit from real-time predictions of ocean wave conditions a few minutes in advance. Most numerical and…
Temporal networks for dynamical transitions
Complex network are all around us - the internet, traffic routing, and food webs are just some examples. Let's track the time evolution of these…
Complex network analysis of low-dimensional mechanical systems
Mechanical structures with play an important role in the key technologies of the future. Network methods are a promising tool for the analysis of…
Optimizing Sensor Networks for Future Technologies
Acurate measurement data often plays a key role in understanding the dynamics of mechanical systems. But how do we know we measure everything we need?
NVH-Simulation Bremsen
Höherfrequente Bremsgeräusche entstehen in den meisten Fällen durch instabile, selbsterregte und nichtlineare Reibschwingungen. Zur Simulation von…
Nonlinear vibration localisation in a mistuned lumped mass model
Turbines are complex machines that are used in a variety of applications such as power generation, aviation and marine propulsion. However, turbines…
Analysis of the performance and stability of aero-engines during crosswind and take-off conditions
The aim of project is analyse the performance and stability of aero-engines during crosswind and take-off conditions. The work is carried out using…
Unsolicited Application
Feel free to approach us! If you are interested in our research and you are looking for a student project or thesis topic in our area of research - send us an unsolicited application. Please include details on your personal research interests as well as a short overview on completed works and/or projects. Programming experience (Python, C++, Matlab, ...) is in many cases beneficial but not mandatory. We are looking forward to getting in touch with you.