In our research group we are looking for qualified and talented enthusiast PhD students who wish to investigate the modelling or control design problem of dynamic systems using artificial intelligence/machine learning methods, with emphasis on big data, computer-assisted modelling, online learning, deep learning, probabilistic, and kernel methods for various domains of application.
The objectives of the proposed research topic for PhD project are to develop methods for dynamic system modelling based on machine learning methods to be better suited for the targeted application. The models obtained are meant for different applications, each representing a potential PhD project, which are as follows.
- Modelling of spatiotemporal systems using Gaussian processes and image or video forecasting, e.g., for modelling pollution dispersion
- Designing adaptive and robust control systems that handle signal and safety constraints in complex dynamic systems.
If you wish to shape the future by combining system identification and control design with machine learning methods, come and join us. With your help, we can create this vision.
The fully funded PhD position is at Jožef Stefan Institute, a stimulating environment to drive your passion for research.