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…
Temporal convolutional networks for brake noise prediction
The Dynamics Group happy to announce that we are currently looking for a highly motivated, independently working and ambitious student for a project…
Data-based analysis of a real-world brake system
The Dynamics Group happy to announce that we are currently looking for a highly motivated, independently working and ambitious student for a project…
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.