The SACS research team will focus on the following topics in the area of dynamical systems, numerical analysis and scientific computing, and systems and control, and in particular, their relation with data science. The availability of very large data sets offers new possibilities and challenges for research within SACS. Data-driven science allows the discovery of hidden parameters or functions in dynamical systems from observed data by solving (ill-posed) inverse problems. Also, topics such as uncertainty quantification and model order reduction are rapidly gaining importance. We aim therefore to combine data-driven science with our strong research in dynamical systems, scientific computing, and mathematical systems theory. This will offer new opportunities to obtain more accurate data-driven models in, for instance, neuroscience, seismic, and turbulence, but also present important mathematical challenges, such as understanding the mathematical properties of these new models and techniques and to derive and analyzing accurate and efficient numerical discretizations for these novel approaches.
The SACS research team will focus on the following topics in the area of dynamical systems, numerical analysis and scientific computing, and systems and control, and in particular, their relation with data science.
- Control of partial differential equations.
- Discovery of equations, model sparsity and uncertainty, deep machine learning for PDEs.
- Dynamical Systems and Clinical Neuroscience
- Inverse problems, data assimilation, and optimal transport on graphs
- Scientific Machine Learning (SciML)
- Structure preserving numerical discretizations.
Here you can find the list of output generated by the group members of SACS
SACS is contributing to NDNS+, one of the four mathematics clusters in the Netherlands. Annually, we organize the NDNS+ workshop in Twente. Our work is part of the JM Burgers Center for Fluid Mechanics and the DISC research school on Systems and Control. We are active partners of 4TU.AMI, the Applied Mathematics Institute of the three Universities of Technology and the University of Wageningen, and of PWN, the Netherlands Mathematics Platform.
SACS participates in the Twente Graduate School (TGS). Our teaching program prepares students for working in academia and in industry, strengthened by our unique emphasis on close multidisciplinary collaboration.
For more information about
- ongoing and finished research projects within SACS
- Ph.D. thesis of SACS sorted by year
- ongoing and vacant MSc Final projects
In the SACS group there is one scientific meeting:
