Sep. 25, 2020 1:43 PM
Describing geological processes on the nanoscale is challenging, partly because current molecular dynamics force fields for geologically relevant materials work well only within a moderate range of conditions. In this project, we aim at developing a systematic machine-learning based method for tailoring force fields to geologically relevant simulation conditions, to study the emergent properties robustly.
Sep. 25, 2020 1:19 PM
Frictional properties of materials in contact is sensitive to the structure of the contact interface. In this project, we will couple a physics-based simulator with a machine-learning based structure generation method to predict surface structures with a prescribed frictional behavior.
Sep. 25, 2020 12:52 PM
Many geological processes are ultimately controlled by molecular scale details. In this project, we will develop molecular-scale models to explore interactions between geological processes such as deformation, deposition and water–mineral reactions on the nanoscale.
Sep. 7, 2020 5:51 PM
Diabetes is a life-threatening chronic metabolic disease which impacts daily life and can have long term severe consequences for the patients due to serious secondary complications that can lead to premature death.
Aug. 20, 2020 12:37 PM
The project deals with studies and development of advanced algorithms for interacting many-particle systems (either classical or quantum mechanical ones) in condensed matter physics and/or subatomic physics with an emphasis on methods and/or algorithms from Quantum Computing theories.
Aug. 20, 2020 12:32 PM
The project deals with studies and development of advanced algorithms for interacting many-particle systems (either classical or quantum mechanical ones) in condensed matter physics and/or subatomic physics with an emphasis on Machine Learning, both supervised and unsupervised approaches.
Aug. 17, 2020 3:12 PM
Cells moving in 3D display migration modes not observed in 2D. This project will combine live cell imaging and mechanistic modelling to find the physical factors driving the selection of migration modes in 3D.
Aug. 17, 2020 3:08 PM
The ultimate goal of this project is the development of advanced materials for the treatment of non-healing bone defects.
Aug. 14, 2020 4:07 PM
This project is a theoretical and computational study of the swarming behavior of active particles in turbulent flows.