Thesis  Forecasting of nonlinear dynamical and complex systems using reservoir computing

Institution  German Aerospace Center (DLR)

Topics  Chaos theory · nonlinear dynamics · complex systems · reservoir computing

Focus  Developed a multi-parameter-aware reservoir computing model that forecasts chaotic systems in parameter regimes not seen during training.

AI Lab  Time series forecasting on quantum computers using quantum reservoir computing.

Thesis  Preconditioning for Wilson–clover fermions using gauge-equivariant deep neural networks

Supervisor  Prof. Dr. Tilo Wettig

Focus  ML acceleration of QCD solvers: gauge-equivariant neural networks (CNNs) as preconditioners for computationally intensive solvers.