You will be working together with a team of scientists and engineers in the Quantum Sensing team within the High-Tech Industry unit at TNO-Stieltjesweg, as well as with the TU Delft research groups of Toeno van der Sar and Eliška Greplová.During your graduation thesis project, you will:Develop or extend ML models for various NV measurement types (ODMR, Rabi, relaxation, etc.).Explore physics-informed ML approaches to bridge the sim-to-real gap.Investigate denoising techniques (Noise2noise, Noise2void etc.) and hybrid ML strategies for robust signal extraction.Come up with new ML techniques/architecture for accurate parameter estimation/signal extraction.Implement ML models for magnetic field reconstruction.Validate models on experimental or simulated NV sensing data.Contribute to methods that enable fast, high-fidelity quantum sensing.
